From 83ab0e8c7a3a35163226d4097a6720030004f00e Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Sat, 30 May 2026 20:46:42 -0400
Subject: [PATCH 1/8] switch some NSE functions to __device__ this will make
 them work with upcoming changes to pynucastro for HIP

---
 nse_solver/nse_eqns.H | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/nse_solver/nse_eqns.H b/nse_solver/nse_eqns.H
index 3395cbd0b..90ac76fea 100644
--- a/nse_solver/nse_eqns.H
+++ b/nse_solver/nse_eqns.H
@@ -28,7 +28,7 @@ struct nse_solver_data
 
 
 template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 T get_T_independent_nse_state(const T& state) {
     // Computes (2J + 1) m^{5/2} (kB 1e9 / 2 π ħ^2)^{3/2} / ρ
     // a portion of the nse_state that is not dependent on Temperature.
@@ -114,7 +114,7 @@ void compute_coulomb_contribution(amrex::Array1D<amrex::Real, 1, NumSpec>& u_c,
 
 
 template <int do_T9_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 void get_T_dependent_nse_state(nse_solver_data<T>& state_data) {
     // It does two things:
     // 1. Applies T9^{3/2} to the input state,

From daa7fcbdf96291092f561cbfcfa11908de83f081 Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Sun, 31 May 2026 09:45:51 -0400
Subject: [PATCH 2/8] update ase

---
 networks/he-burn/ase/Make.package             |    4 +-
 networks/he-burn/ase/actual_network.H         |  207 +-
 networks/he-burn/ase/actual_rhs.H             |  778 +++----
 networks/he-burn/ase/ase.png                  |  Bin 145211 -> 145929 bytes
 networks/he-burn/ase/derived_rates.H          | 1232 +++++++----
 networks/he-burn/ase/interp_tools.H           |    2 +-
 networks/he-burn/ase/partition_functions.H    |   56 +-
 networks/he-burn/ase/pynucastro-info.txt      |    2 +-
 networks/he-burn/ase/reaclib_rates.H          | 1819 ++++++++++-------
 networks/he-burn/ase/table_rates.H            |   12 +-
 .../he-burn/ase/temperature_table_rates.H     |    3 +-
 11 files changed, 2316 insertions(+), 1799 deletions(-)

diff --git a/networks/he-burn/ase/Make.package b/networks/he-burn/ase/Make.package
index fd942a5ce..35413fdcf 100644
--- a/networks/he-burn/ase/Make.package
+++ b/networks/he-burn/ase/Make.package
@@ -2,13 +2,15 @@ PYNUCASTRO_NETWORK = TRUE
 CEXE_headers += network_properties.H
 
 ifeq ($(USE_REACT),TRUE)
-  CEXE_sources += actual_network_data.cpp
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += interp_tools.H
   CEXE_headers += partition_functions.H
   CEXE_headers += actual_rhs.H
+  CEXE_headers += rate_type.H
   CEXE_headers += reaclib_rates.H
+  CEXE_headers += approximate_rates.H
+  CEXE_headers += modified_rates.H
   CEXE_headers += table_rates.H
   CEXE_headers += temperature_table_rates.H
   CEXE_headers += derived_rates.H
diff --git a/networks/he-burn/ase/actual_network.H b/networks/he-burn/ase/actual_network.H
index 294c3966d..1e53daf84 100644
--- a/networks/he-burn/ase/actual_network.H
+++ b/networks/he-burn/ase/actual_network.H
@@ -1,18 +1,25 @@
 #ifndef actual_network_H
 #define actual_network_H
 
+#include <random>
 #include <string_view>
 
 #include <AMReX_REAL.H>
 #include <AMReX_Array.H>
 #include <AMReX_Loop.H>
 
+#include <extern_parameters.H>
 #include <fundamental_constants.H>
 #include <network_properties.H>
 
 using namespace amrex::literals;
 
-void actual_network_init();
+
+inline
+void actual_network_init() {
+
+
+}
 
 constexpr std::string_view network_name = "pynucastro-cxx";
 
@@ -217,27 +224,27 @@ namespace Rates
         k_p_Al27_to_He4_Mg24_reaclib = 18,
         k_p_P31_to_He4_Si28_reaclib = 19,
         k_He4_He4_He4_to_C12_reaclib = 20,
-        k_C12_C12_to_n_Mg23_removed = 21,
-        k_O16_O16_to_n_S31_removed = 22,
-        k_C12_O16_to_n_Si27_removed = 23,
-        k_He4_S32_to_Ar36_removed = 24,
-        k_p_Cl35_to_Ar36_removed = 25,
-        k_p_Cl35_to_He4_S32_removed = 26,
-        k_He4_Ar36_to_Ca40_removed = 27,
-        k_p_K39_to_Ca40_removed = 28,
-        k_p_K39_to_He4_Ar36_removed = 29,
-        k_He4_Ca40_to_Ti44_removed = 30,
-        k_p_Sc43_to_Ti44_removed = 31,
-        k_p_Sc43_to_He4_Ca40_removed = 32,
-        k_He4_Ti44_to_Cr48_removed = 33,
-        k_He4_Ti44_to_p_V47_removed = 34,
-        k_p_V47_to_Cr48_removed = 35,
-        k_He4_Cr48_to_Fe52_removed = 36,
-        k_He4_Cr48_to_p_Mn51_removed = 37,
-        k_p_Mn51_to_Fe52_removed = 38,
-        k_He4_Fe52_to_Ni56_removed = 39,
-        k_He4_Fe52_to_p_Co55_removed = 40,
-        k_p_Co55_to_Ni56_removed = 41,
+        k_C12_C12_to_n_Mg23_reaclib = 21,
+        k_O16_O16_to_n_S31_reaclib = 22,
+        k_C12_O16_to_n_Si27_reaclib = 23,
+        k_He4_S32_to_Ar36_reaclib = 24,
+        k_p_Cl35_to_Ar36_reaclib = 25,
+        k_p_Cl35_to_He4_S32_reaclib = 26,
+        k_He4_Ar36_to_Ca40_reaclib = 27,
+        k_p_K39_to_Ca40_reaclib = 28,
+        k_p_K39_to_He4_Ar36_reaclib = 29,
+        k_He4_Ca40_to_Ti44_reaclib = 30,
+        k_p_Sc43_to_Ti44_reaclib = 31,
+        k_p_Sc43_to_He4_Ca40_reaclib = 32,
+        k_He4_Ti44_to_Cr48_reaclib = 33,
+        k_He4_Ti44_to_p_V47_reaclib = 34,
+        k_p_V47_to_Cr48_reaclib = 35,
+        k_He4_Cr48_to_Fe52_reaclib = 36,
+        k_He4_Cr48_to_p_Mn51_reaclib = 37,
+        k_p_Mn51_to_Fe52_reaclib = 38,
+        k_He4_Fe52_to_Ni56_reaclib = 39,
+        k_He4_Fe52_to_p_Co55_reaclib = 40,
+        k_p_Co55_to_Ni56_reaclib = 41,
         k_S32_He4_to_Ar36_approx = 42,
         k_Ar36_to_S32_He4_approx = 43,
         k_Ar36_He4_to_Ca40_approx = 44,
@@ -276,25 +283,59 @@ namespace Rates
         k_Mg24_to_C12_C12_derived = 77,
         k_S32_to_O16_O16_derived = 78,
         k_Si28_to_C12_O16_derived = 79,
-        k_He4_S32_to_p_Cl35_removed = 80,
-        k_Ar36_to_He4_S32_removed = 81,
-        k_Ar36_to_p_Cl35_removed = 82,
-        k_He4_Ar36_to_p_K39_removed = 83,
-        k_Ca40_to_He4_Ar36_removed = 84,
-        k_Ca40_to_p_K39_removed = 85,
-        k_He4_Ca40_to_p_Sc43_removed = 86,
-        k_Ti44_to_He4_Ca40_removed = 87,
-        k_Ti44_to_p_Sc43_removed = 88,
-        k_Cr48_to_He4_Ti44_removed = 89,
-        k_Cr48_to_p_V47_removed = 90,
-        k_p_V47_to_He4_Ti44_removed = 91,
-        k_Fe52_to_He4_Cr48_removed = 92,
-        k_Fe52_to_p_Mn51_removed = 93,
-        k_p_Mn51_to_He4_Cr48_removed = 94,
-        k_Ni56_to_He4_Fe52_removed = 95,
-        k_Ni56_to_p_Co55_removed = 96,
-        k_p_Co55_to_He4_Fe52_removed = 97,
-        NumRates = k_p_Co55_to_He4_Fe52_removed
+        k_He4_S32_to_p_Cl35_derived = 80,
+        k_Ar36_to_He4_S32_derived = 81,
+        k_Ar36_to_p_Cl35_derived = 82,
+        k_He4_Ar36_to_p_K39_derived = 83,
+        k_Ca40_to_He4_Ar36_derived = 84,
+        k_Ca40_to_p_K39_derived = 85,
+        k_He4_Ca40_to_p_Sc43_derived = 86,
+        k_Ti44_to_He4_Ca40_derived = 87,
+        k_Ti44_to_p_Sc43_derived = 88,
+        k_Cr48_to_He4_Ti44_derived = 89,
+        k_Cr48_to_p_V47_derived = 90,
+        k_p_V47_to_He4_Ti44_derived = 91,
+        k_Fe52_to_He4_Cr48_derived = 92,
+        k_Fe52_to_p_Mn51_derived = 93,
+        k_p_Mn51_to_He4_Cr48_derived = 94,
+        k_Ni56_to_He4_Fe52_derived = 95,
+        k_Ni56_to_p_Co55_derived = 96,
+        k_p_Co55_to_He4_Fe52_derived = 97,
+        NumRates = k_p_Co55_to_He4_Fe52_derived
+    };
+
+    enum ScreenPairs :
+    std::uint8_t
+    {
+        k_p_C12 = 1,
+        k_He4_O16 = 2,
+        k_p_K39 = 3,
+        k_He4_Ca40 = 4,
+        k_He4_Ar36 = 5,
+        k_p_Sc43 = 6,
+        k_He4_C12 = 7,
+        k_He4_Ti44 = 8,
+        k_He4_Mg24 = 9,
+        k_C12_O16 = 10,
+        k_p_V47 = 11,
+        k_He4_Cr48 = 12,
+        k_C12_C12 = 13,
+        k_p_Co55 = 14,
+        k_He4_Ne20 = 15,
+        k_p_Al27 = 16,
+        k_p_Mn51 = 17,
+        k_p_Na23 = 18,
+        k_He4_Fe52 = 19,
+        k_He4_S32 = 20,
+        k_p_P31 = 21,
+        k_He4_He4 = 22,
+        k_p_O16 = 23,
+        k_He4_Si28 = 24,
+        k_p_Cl35 = 25,
+        k_O16_O16 = 26,
+        k_He4_Be8 = 27,
+        k_He4_N13 = 28,
+        NumScreenPairs = k_He4_N13
     };
 
     // rate names -- note: the rates are 1-based, not zero-based, so we pad
@@ -323,27 +364,27 @@ namespace Rates
         "p_Al27_to_He4_Mg24_reaclib",  // 18,
         "p_P31_to_He4_Si28_reaclib",  // 19,
         "He4_He4_He4_to_C12_reaclib",  // 20,
-        "C12_C12_to_n_Mg23_removed",  // 21,
-        "O16_O16_to_n_S31_removed",  // 22,
-        "C12_O16_to_n_Si27_removed",  // 23,
-        "He4_S32_to_Ar36_removed",  // 24,
-        "p_Cl35_to_Ar36_removed",  // 25,
-        "p_Cl35_to_He4_S32_removed",  // 26,
-        "He4_Ar36_to_Ca40_removed",  // 27,
-        "p_K39_to_Ca40_removed",  // 28,
-        "p_K39_to_He4_Ar36_removed",  // 29,
-        "He4_Ca40_to_Ti44_removed",  // 30,
-        "p_Sc43_to_Ti44_removed",  // 31,
-        "p_Sc43_to_He4_Ca40_removed",  // 32,
-        "He4_Ti44_to_Cr48_removed",  // 33,
-        "He4_Ti44_to_p_V47_removed",  // 34,
-        "p_V47_to_Cr48_removed",  // 35,
-        "He4_Cr48_to_Fe52_removed",  // 36,
-        "He4_Cr48_to_p_Mn51_removed",  // 37,
-        "p_Mn51_to_Fe52_removed",  // 38,
-        "He4_Fe52_to_Ni56_removed",  // 39,
-        "He4_Fe52_to_p_Co55_removed",  // 40,
-        "p_Co55_to_Ni56_removed",  // 41,
+        "C12_C12_to_n_Mg23_reaclib",  // 21,
+        "O16_O16_to_n_S31_reaclib",  // 22,
+        "C12_O16_to_n_Si27_reaclib",  // 23,
+        "He4_S32_to_Ar36_reaclib",  // 24,
+        "p_Cl35_to_Ar36_reaclib",  // 25,
+        "p_Cl35_to_He4_S32_reaclib",  // 26,
+        "He4_Ar36_to_Ca40_reaclib",  // 27,
+        "p_K39_to_Ca40_reaclib",  // 28,
+        "p_K39_to_He4_Ar36_reaclib",  // 29,
+        "He4_Ca40_to_Ti44_reaclib",  // 30,
+        "p_Sc43_to_Ti44_reaclib",  // 31,
+        "p_Sc43_to_He4_Ca40_reaclib",  // 32,
+        "He4_Ti44_to_Cr48_reaclib",  // 33,
+        "He4_Ti44_to_p_V47_reaclib",  // 34,
+        "p_V47_to_Cr48_reaclib",  // 35,
+        "He4_Cr48_to_Fe52_reaclib",  // 36,
+        "He4_Cr48_to_p_Mn51_reaclib",  // 37,
+        "p_Mn51_to_Fe52_reaclib",  // 38,
+        "He4_Fe52_to_Ni56_reaclib",  // 39,
+        "He4_Fe52_to_p_Co55_reaclib",  // 40,
+        "p_Co55_to_Ni56_reaclib",  // 41,
         "S32_He4_to_Ar36_approx",  // 42,
         "Ar36_to_S32_He4_approx",  // 43,
         "Ar36_He4_to_Ca40_approx",  // 44,
@@ -382,26 +423,32 @@ namespace Rates
         "Mg24_to_C12_C12_derived",  // 77,
         "S32_to_O16_O16_derived",  // 78,
         "Si28_to_C12_O16_derived",  // 79,
-        "He4_S32_to_p_Cl35_removed",  // 80,
-        "Ar36_to_He4_S32_removed",  // 81,
-        "Ar36_to_p_Cl35_removed",  // 82,
-        "He4_Ar36_to_p_K39_removed",  // 83,
-        "Ca40_to_He4_Ar36_removed",  // 84,
-        "Ca40_to_p_K39_removed",  // 85,
-        "He4_Ca40_to_p_Sc43_removed",  // 86,
-        "Ti44_to_He4_Ca40_removed",  // 87,
-        "Ti44_to_p_Sc43_removed",  // 88,
-        "Cr48_to_He4_Ti44_removed",  // 89,
-        "Cr48_to_p_V47_removed",  // 90,
-        "p_V47_to_He4_Ti44_removed",  // 91,
-        "Fe52_to_He4_Cr48_removed",  // 92,
-        "Fe52_to_p_Mn51_removed",  // 93,
-        "p_Mn51_to_He4_Cr48_removed",  // 94,
-        "Ni56_to_He4_Fe52_removed",  // 95,
-        "Ni56_to_p_Co55_removed",  // 96,
-        "p_Co55_to_He4_Fe52_removed"  // 97,
+        "He4_S32_to_p_Cl35_derived",  // 80,
+        "Ar36_to_He4_S32_derived",  // 81,
+        "Ar36_to_p_Cl35_derived",  // 82,
+        "He4_Ar36_to_p_K39_derived",  // 83,
+        "Ca40_to_He4_Ar36_derived",  // 84,
+        "Ca40_to_p_K39_derived",  // 85,
+        "He4_Ca40_to_p_Sc43_derived",  // 86,
+        "Ti44_to_He4_Ca40_derived",  // 87,
+        "Ti44_to_p_Sc43_derived",  // 88,
+        "Cr48_to_He4_Ti44_derived",  // 89,
+        "Cr48_to_p_V47_derived",  // 90,
+        "p_V47_to_He4_Ti44_derived",  // 91,
+        "Fe52_to_He4_Cr48_derived",  // 92,
+        "Fe52_to_p_Mn51_derived",  // 93,
+        "p_Mn51_to_He4_Cr48_derived",  // 94,
+        "Ni56_to_He4_Fe52_derived",  // 95,
+        "Ni56_to_p_Co55_derived",  // 96,
+        "p_Co55_to_He4_Fe52_derived"  // 97,
     };
 
+    template<std::uint8_t rate>
+    AMREX_GPU_DEVICE AMREX_INLINE
+    constexpr amrex::Real get_p_random() {
+        return 0.0_rt;
+    }
+
 }
 
 #ifdef NSE_NET
diff --git a/networks/he-burn/ase/actual_rhs.H b/networks/he-burn/ase/actual_rhs.H
index f3ace33af..26ed1ae93 100644
--- a/networks/he-burn/ase/actual_rhs.H
+++ b/networks/he-burn/ase/actual_rhs.H
@@ -1,5 +1,5 @@
-#ifndef actual_rhs_H
-#define actual_rhs_H
+#ifndef ACTUAL_RHS_H
+#define ACTUAL_RHS_H
 
 #include <AMReX_REAL.H>
 #include <AMReX_Array.H>
@@ -15,7 +15,10 @@
 #ifdef NEUTRINOS
 #include <neutrino.H>
 #endif
+#include <rate_type.H>
 #include <reaclib_rates.H>
+#include <approximate_rates.H>
+#include <modified_rates.H>
 #include <table_rates.H>
 #include <temperature_table_rates.H>
 #include <derived_rates.H>
@@ -28,7 +31,6 @@ using namespace Rates;
 
 using namespace rate_tables;
 
-
 template<class T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void ener_gener_rate(T const& dydt, amrex::Real& enuc)
@@ -49,17 +51,14 @@ void ener_gener_rate(T const& dydt, amrex::Real& enuc)
 }
 
 
+#ifdef SCREENING
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void evaluate_rates(const burn_t& state,
-                    const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
-                    T& rate_eval) {
+void evaluate_screening(const burn_t& state,
+                        const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                        T& rate_eval) {
 
-    // here Y is consistent with state.xn
-
-    [[maybe_unused]] amrex::Real rhoy = state.rho * state.y_e;
-
-    // Calculate Reaclib rates
+    // Evaluate screening terms
 
     using number_t = std::conditional_t<do_T_derivatives, autodiff::dual, amrex::Real>;
     number_t temp = state.T;
@@ -68,652 +67,358 @@ void evaluate_rates(const burn_t& state,
         autodiff::seed(temp);
     }
 
-#ifdef SCREENING
     plasma_state_t<number_t> pstate{};
     fill_plasma_state(pstate, temp, state.rho, Y);
-#endif
-
-    const tf_t tfactors = evaluate_tfactors(state.T);
-
-    fill_reaclib_rates<do_T_derivatives, T>(tfactors, rate_eval);
-
-    temp_tabular::fill_rates<do_T_derivatives, T>(tfactors, rate_eval);
-
-    // Calculate Derived Rates. This should go last but before approx rates.
-    fill_derived_rates<do_T_derivatives, T>(tfactors, rate_eval);
-
-    if (disable_p_C12_to_N13_reaclib) {
-        rate_eval.screened_rates(k_p_C12_to_N13_reaclib) = 0.0;
-        if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_p_C12_to_N13_reaclib) = 0.0;
-        }
-        rate_eval.screened_rates(k_N13_to_p_C12_derived) = 0.0;
-        if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = 0.0;
-        }
-    }
-
-    if (disable_He4_N13_to_p_O16_reaclib) {
-        rate_eval.screened_rates(k_He4_N13_to_p_O16_reaclib) = 0.0;
-        if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16_reaclib) = 0.0;
-        }
-        rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = 0.0;
-        if constexpr (std::is_same_v<T, rate_derivs_t>) {
-            rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = 0.0;
-        }
-    }
-
-
-#ifdef SCREENING
-    // Evaluate screening factors
-
-    amrex::Real ratraw, dratraw_dT;
-    amrex::Real scor, dscor_dt;
-    [[maybe_unused]] amrex::Real scor2, dscor2_dt;
 
+    amrex::Real log_scor, dlog_scor_dT;
 
     {
         constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 6.0_rt, 12.0_rt);
         static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_C12_to_N13_reaclib);
-    rate_eval.screened_rates(k_p_C12_to_N13_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_C12_to_N13_reaclib);
-        rate_eval.dscreened_rates_dT(k_p_C12_to_N13_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_C12) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_C12) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 6.0_rt, 12.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 16.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_O16) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_O16) = dlog_scor_dT;
+        }
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_C12_to_O16_reaclib);
-    rate_eval.screened_rates(k_He4_C12_to_O16_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_C12_to_O16_reaclib);
-        rate_eval.dscreened_rates_dT(k_He4_C12_to_O16_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
+    {
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 19.0_rt, 39.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_K39) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_K39) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 8.0_rt, 16.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 20.0_rt, 40.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_O16_to_Ne20_reaclib);
-    rate_eval.screened_rates(k_He4_O16_to_Ne20_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20_reaclib);
-        rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Ca40) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Ca40) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 20.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 18.0_rt, 36.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_Mg24_reaclib);
-    rate_eval.screened_rates(k_He4_Ne20_to_Mg24_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24_reaclib);
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived);
-    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived);
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ne20_to_C12_C12_derived);
-    rate_eval.screened_rates(k_He4_Ne20_to_C12_C12_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ne20_to_C12_C12_derived);
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_C12_C12_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Ar36) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Ar36) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 11.0_rt, 23.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 21.0_rt, 43.0_rt);
         static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Na23_to_Mg24_reaclib);
-    rate_eval.screened_rates(k_p_Na23_to_Mg24_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24_reaclib);
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Na23_to_He4_Ne20_reaclib);
-    rate_eval.screened_rates(k_p_Na23_to_He4_Ne20_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20_reaclib);
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Na23_to_C12_C12_derived);
-    rate_eval.screened_rates(k_p_Na23_to_C12_C12_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Na23_to_C12_C12_derived);
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_C12_C12_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_Sc43) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_Sc43) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 12.0_rt, 24.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 6.0_rt, 12.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Mg24_to_Si28_reaclib);
-    rate_eval.screened_rates(k_He4_Mg24_to_Si28_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Mg24_to_Si28_reaclib);
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_Si28_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived);
-    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived);
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Mg24_to_C12_O16_derived);
-    rate_eval.screened_rates(k_He4_Mg24_to_C12_O16_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Mg24_to_C12_O16_derived);
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_C12_O16_derived) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-
-    {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 13.0_rt, 27.0_rt);
-        static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Al27_to_Si28_reaclib);
-    rate_eval.screened_rates(k_p_Al27_to_Si28_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28_reaclib);
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Al27_to_He4_Mg24_reaclib);
-    rate_eval.screened_rates(k_p_Al27_to_He4_Mg24_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24_reaclib);
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Al27_to_C12_O16_derived);
-    rate_eval.screened_rates(k_p_Al27_to_C12_O16_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Al27_to_C12_O16_derived);
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_C12_O16_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_C12) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_C12) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 14.0_rt, 28.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 22.0_rt, 44.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Si28_to_S32_reaclib);
-    rate_eval.screened_rates(k_He4_Si28_to_S32_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Si28_to_S32_reaclib);
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_S32_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived);
-    rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived);
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Si28_to_O16_O16_derived);
-    rate_eval.screened_rates(k_He4_Si28_to_O16_O16_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Si28_to_O16_O16_derived);
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_O16_O16_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Ti44) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Ti44) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 15.0_rt, 31.0_rt);
-        static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_P31_to_S32_reaclib);
-    rate_eval.screened_rates(k_p_P31_to_S32_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_S32_reaclib);
-        rate_eval.dscreened_rates_dT(k_p_P31_to_S32_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_P31_to_He4_Si28_reaclib);
-    rate_eval.screened_rates(k_p_P31_to_He4_Si28_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28_reaclib);
-        rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_P31_to_O16_O16_derived);
-    rate_eval.screened_rates(k_p_P31_to_O16_O16_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_P31_to_O16_O16_derived);
-        rate_eval.dscreened_rates_dT(k_p_P31_to_O16_O16_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 12.0_rt, 24.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Mg24) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Mg24) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(6.0_rt, 12.0_rt, 6.0_rt, 12.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(6.0_rt, 12.0_rt, 8.0_rt, 16.0_rt);
         static_assert(scn_fac.z1 == 6.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_C12_C12_to_p_Na23_reaclib);
-    rate_eval.screened_rates(k_C12_C12_to_p_Na23_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_C12_to_p_Na23_reaclib);
-        rate_eval.dscreened_rates_dT(k_C12_C12_to_p_Na23_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_C12_C12_to_He4_Ne20_reaclib);
-    rate_eval.screened_rates(k_C12_C12_to_He4_Ne20_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_C12_to_He4_Ne20_reaclib);
-        rate_eval.dscreened_rates_dT(k_C12_C12_to_He4_Ne20_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_C12_O16) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_C12_O16) = dlog_scor_dT;
+        }
     }
 
-    ratraw = rate_eval.screened_rates(k_C12_C12_to_Mg24_modified);
-    rate_eval.screened_rates(k_C12_C12_to_Mg24_modified) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_C12_to_Mg24_modified);
-        rate_eval.dscreened_rates_dT(k_C12_C12_to_Mg24_modified) = ratraw * dscor_dt + dratraw_dT * scor;
+    {
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 23.0_rt, 47.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_V47) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_V47) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 7.0_rt, 13.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 24.0_rt, 48.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_N13_to_p_O16_reaclib);
-    rate_eval.screened_rates(k_He4_N13_to_p_O16_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16_reaclib);
-        rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Cr48) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Cr48) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(6.0_rt, 12.0_rt, 8.0_rt, 16.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(6.0_rt, 12.0_rt, 6.0_rt, 12.0_rt);
         static_assert(scn_fac.z1 == 6.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_C12_O16_to_p_Al27_reaclib);
-    rate_eval.screened_rates(k_C12_O16_to_p_Al27_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_O16_to_p_Al27_reaclib);
-        rate_eval.dscreened_rates_dT(k_C12_O16_to_p_Al27_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_C12_O16_to_He4_Mg24_reaclib);
-    rate_eval.screened_rates(k_C12_O16_to_He4_Mg24_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_O16_to_He4_Mg24_reaclib);
-        rate_eval.dscreened_rates_dT(k_C12_O16_to_He4_Mg24_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_C12_O16_to_Si28_modified);
-    rate_eval.screened_rates(k_C12_O16_to_Si28_modified) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_C12_O16_to_Si28_modified);
-        rate_eval.dscreened_rates_dT(k_C12_O16_to_Si28_modified) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_C12_C12) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_C12_C12) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(8.0_rt, 16.0_rt, 8.0_rt, 16.0_rt);
-        static_assert(scn_fac.z1 == 8.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_O16_O16_to_p_P31_reaclib);
-    rate_eval.screened_rates(k_O16_O16_to_p_P31_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_O16_to_p_P31_reaclib);
-        rate_eval.dscreened_rates_dT(k_O16_O16_to_p_P31_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_O16_O16_to_He4_Si28_reaclib);
-    rate_eval.screened_rates(k_O16_O16_to_He4_Si28_reaclib) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_O16_to_He4_Si28_reaclib);
-        rate_eval.dscreened_rates_dT(k_O16_O16_to_He4_Si28_reaclib) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_O16_O16_to_S32_modified);
-    rate_eval.screened_rates(k_O16_O16_to_S32_modified) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_O16_O16_to_S32_modified);
-        rate_eval.dscreened_rates_dT(k_O16_O16_to_S32_modified) = ratraw * dscor_dt + dratraw_dT * scor;
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 27.0_rt, 55.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_Co55) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_Co55) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 2.0_rt, 4.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 10.0_rt, 20.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Ne20) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Ne20) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac2 = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 4.0_rt, 8.0_rt);
-        static_assert(scn_fac2.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac2, scor2, dscor2_dt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 13.0_rt, 27.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_Al27) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_Al27) = dlog_scor_dT;
+        }
     }
 
-    ratraw = rate_eval.screened_rates(k_He4_He4_He4_to_C12_reaclib);
-    rate_eval.screened_rates(k_He4_He4_He4_to_C12_reaclib) *= scor * scor2;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12_reaclib);
-        rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12_reaclib) = ratraw * (scor * dscor2_dt + dscor_dt * scor2) + dratraw_dT * scor * scor2;
+    {
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 25.0_rt, 51.0_rt);
+        static_assert(scn_fac.z1 == 1.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_Mn51) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_Mn51) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 16.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 11.0_rt, 23.0_rt);
         static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_Na23) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_Na23) = dlog_scor_dT;
+        }
     }
 
-    ratraw = rate_eval.screened_rates(k_p_O16_to_He4_N13_derived);
-    rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived);
-        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = ratraw * dscor_dt + dratraw_dT * scor;
+    {
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 26.0_rt, 52.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Fe52) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Fe52) = dlog_scor_dT;
+        }
     }
 
-
     {
         constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 16.0_rt, 32.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_S32_to_Ar36_removed);
-    rate_eval.screened_rates(k_He4_S32_to_Ar36_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed);
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed);
-    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed);
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_S32) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_S32) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 17.0_rt, 35.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 15.0_rt, 31.0_rt);
         static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
-    rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed);
-        rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
-    rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed);
-        rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_P31) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_P31) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 18.0_rt, 36.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 2.0_rt, 4.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ar36_to_Ca40_removed);
-    rate_eval.screened_rates(k_He4_Ar36_to_Ca40_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed);
-    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_He4) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_He4) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 19.0_rt, 39.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 8.0_rt, 16.0_rt);
         static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
-    rate_eval.screened_rates(k_p_K39_to_Ca40_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed);
-        rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
-    rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed);
-        rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_O16) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_O16) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 20.0_rt, 40.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 14.0_rt, 28.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ca40_to_Ti44_removed);
-    rate_eval.screened_rates(k_He4_Ca40_to_Ti44_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed);
-    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Si28) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Si28) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 21.0_rt, 43.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 17.0_rt, 35.0_rt);
         static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
-    rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed);
-        rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_p_Cl35) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_p_Cl35) = dlog_scor_dT;
+        }
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
-    rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed);
-        rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+    {
+        constexpr auto scn_fac = scrn::calculate_screen_factor(8.0_rt, 16.0_rt, 8.0_rt, 16.0_rt);
+        static_assert(scn_fac.z1 == 8.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_O16_O16) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_O16_O16) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 22.0_rt, 44.0_rt);
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 4.0_rt, 8.0_rt);
         static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ti44_to_Cr48_removed);
-    rate_eval.screened_rates(k_He4_Ti44_to_Cr48_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Ti44_to_p_V47_removed);
-    rate_eval.screened_rates(k_He4_Ti44_to_p_V47_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_Be8) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_Be8) = dlog_scor_dT;
+        }
     }
 
-
     {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 23.0_rt, 47.0_rt);
-        static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_p_V47_to_Cr48_removed);
-    rate_eval.screened_rates(k_p_V47_to_Cr48_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed);
-        rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 7.0_rt, 13.0_rt);
+        static_assert(scn_fac.z1 == 2.0_rt);
+        actual_log_screen(pstate, scn_fac, log_scor, dlog_scor_dT);
+        rate_eval.log_screen(k_He4_N13) = log_scor;
+        if constexpr (do_T_derivatives) {
+            rate_eval.dlog_screen_dT(k_He4_N13) = dlog_scor_dT;
+        }
     }
 
-    ratraw = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
-    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
-        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
+}
+#endif
 
 
-    {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 24.0_rt, 48.0_rt);
-        static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
-
-    ratraw = rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed);
-    rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
+template <int do_T_derivatives, typename T>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void evaluate_rates(const burn_t& state,
+                    const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                    T& rate_eval) {
 
-    ratraw = rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_removed);
-    rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
+    // here Y is consistent with state.xn
 
+    [[maybe_unused]] amrex::Real rhoy = state.rho * state.y_e;
 
-    {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 25.0_rt, 51.0_rt);
-        static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
+    const tf_t tfactors = evaluate_tfactors(state.T);
 
-    ratraw = rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed);
-    rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed);
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
+    // Precompute screening terms
 
-    ratraw = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
-    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
+#ifdef SCREENING
+    evaluate_screening<do_T_derivatives, T>(state, Y, rate_eval);
+#endif
 
+    // Fill in different rates
 
-    {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(2.0_rt, 4.0_rt, 26.0_rt, 52.0_rt);
-        static_assert(scn_fac.z1 == 2.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
+    fill_reaclib_rates<do_T_derivatives, T>(tfactors, rate_eval);
 
-    ratraw = rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed);
-    rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
+    temp_tabular::fill_rates<do_T_derivatives, T>(tfactors, rate_eval);
 
-    ratraw = rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_removed);
-    rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed);
-        rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed) = ratraw * dscor_dt + dratraw_dT * scor;
-    }
+    // fill modified rates next -- these can have ReacLib or
+    // TemperatureTabular/StarLib rates as the original rate
+    modified_rates::fill_rates<do_T_derivatives, T>(tfactors, rate_eval);
 
+    // Calculate Derived Rates next. This should go last but before
+    // approx rates, since those may have ReacLibRate,
+    // TemperatureTabularRate / StarLibRate, or DerivedRate as the
+    // underlying rate.
 
-    {
-        constexpr auto scn_fac = scrn::calculate_screen_factor(1.0_rt, 1.0_rt, 27.0_rt, 55.0_rt);
-        static_assert(scn_fac.z1 == 1.0_rt);
-        actual_screen(pstate, scn_fac, scor, dscor_dt);
-    }
+    fill_derived_rates<do_T_derivatives, T>(tfactors, rate_eval);
 
-    ratraw = rate_eval.screened_rates(k_p_Co55_to_Ni56_removed);
-    rate_eval.screened_rates(k_p_Co55_to_Ni56_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed);
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+    if (disable_p_C12_to_N13_reaclib) {
+        rate_eval.screened_rates(k_p_C12_to_N13_reaclib) = 0.0;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_C12_to_N13_reaclib) = 0.0;
+        }
+        rate_eval.screened_rates(k_N13_to_p_C12_derived) = 0.0;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = 0.0;
+        }
     }
 
-    ratraw = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
-    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed) *= scor;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        dratraw_dT = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed) = ratraw * dscor_dt + dratraw_dT * scor;
+    if (disable_He4_N13_to_p_O16_reaclib) {
+        rate_eval.screened_rates(k_He4_N13_to_p_O16_reaclib) = 0.0;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16_reaclib) = 0.0;
+        }
+        rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = 0.0;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = 0.0;
+        }
     }
 
-#endif
 
     // Fill approximate rates
 
     fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
-    // Calculate tabular rates
+    // Calculate tabular weak rates
 
     [[maybe_unused]] amrex::Real rate, drate_dt, edot_nu, edot_gamma;
 
@@ -742,15 +447,17 @@ void evaluate_rates(const burn_t& state,
 #ifdef NSE_NET
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void get_ydot_weak(const burn_t& state,
-             amrex::Array1D<amrex::Real, 1, neqs>& ydot_nuc,
-             amrex::Real& enuc_weak,
-             [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y) {
+                   amrex::Array1D<amrex::Real, 1, neqs>& ydot_nuc,
+                   amrex::Real& enuc_weak,
+                   [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y) {
     ///
     /// Calculate Ydots contribute only from weak reactions.
     /// This is used to calculate dyedt and energy generation from
     /// weak reactions for self-consistent NSE
     ///
 
+    using namespace modified_rates;
+    using namespace temp_tabular;
 
     // initialize ydot_nuc to 0
 
@@ -760,12 +467,13 @@ void get_ydot_weak(const burn_t& state,
 
     rate_t rate_eval;
 
-    [[maybe_unused]] amrex::Real rate, drate_dt, edot_nu, edot_gamma;
+    constexpr int do_T_derivatives = 0;
+    [[maybe_unused]] amrex::Real rate, drate_dT, edot_nu, edot_gamma;
     [[maybe_unused]] amrex::Real rhoy = state.rho * state.y_e;
 
     rate_eval.enuc_weak = 0.0_rt;
 
-    // Calculate tabular rates and get ydot_weak
+    // Compute all weak rates and get ydot_weak
 
 
     ydot_nuc(H1) = 0.0_rt;
diff --git a/networks/he-burn/ase/ase.png b/networks/he-burn/ase/ase.png
index 7e49601d77cb28a0d90961efbee8ea8702ef4e99..c6725af3bd44b5d1b10accd73ee79a3822554630 100644
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diff --git a/networks/he-burn/ase/derived_rates.H b/networks/he-burn/ase/derived_rates.H
index d970d726d..0f37d61f6 100644
--- a/networks/he-burn/ase/derived_rates.H
+++ b/networks/he-burn/ase/derived_rates.H
@@ -10,8 +10,8 @@
 using namespace Rates;
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_N13_to_p_C12_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // N13 --> p + C12
 
@@ -49,13 +49,13 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  40.059128683693466 + -22.553277271250543 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
                          + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  22.553277271250543 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
                                   + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -70,13 +70,13 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  40.45372868369347 + -26.331767271250545 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
                          + 0.148883 * tfactors.T9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  26.331767271250545 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
                                   + 0.148883;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -90,8 +90,8 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_O16_to_He4_C12_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // O16 --> He4 + C12
 
@@ -128,13 +128,13 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  279.29694929711803 + -84.95157686791683 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
                          + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  84.95157686791683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
                                   + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -149,13 +149,13 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  94.31554929711803 + -84.50314686791683 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
                          + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  84.50314686791683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
                                   + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -169,8 +169,8 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ne20 --> He4 + O16
 
@@ -205,12 +205,12 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     // ReacLib set derived from co10r
     ln_set_rate =  28.644822801502126 + -65.24608327101186 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  65.24608327101186 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -225,13 +225,13 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  48.662112801502126 + -54.887583271011856 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
                          + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  54.887583271011856 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
                                   + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -246,13 +246,13 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  34.267592801502126 + -67.65188327101185 * tfactors.T9i + -3.65925 * tfactors.T913
                          + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  67.65188327101185 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
                                   + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -266,8 +266,8 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Mg24 --> p + Na23
 
@@ -303,13 +303,13 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  34.107544561463015 + -138.96838756220697 * tfactors.T9i + -0.360588 * tfactors.T913
                          + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  138.96838756220697 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
                                   + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -323,12 +323,12 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     // ReacLib set derived from il10r
     ln_set_rate =  20.02229456146302 + -137.30028756220696 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  137.30028756220696 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -343,13 +343,13 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  43.95564456146302 + -135.68809756220696 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
                          + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  135.68809756220696 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
                                   + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -363,8 +363,8 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Mg24 --> He4 + Ne20
 
@@ -400,13 +400,13 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  16.022538839949377 + -120.89510873006793 * tfactors.T9i + 16.9229 * tfactors.T913
                          + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  120.89510873006793 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
                                   + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -420,12 +420,12 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     // ReacLib set derived from il10r
     ln_set_rate =  26.803878839949377 + -117.33446873006793 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  117.33446873006793 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -439,12 +439,12 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     // ReacLib set derived from il10r
     ln_set_rate =  -13.884691160050625 + -110.62025873006793 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  110.62025873006793 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -459,13 +459,13 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  49.32660883994937 + -108.11420873006793 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
                          + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  108.11420873006793 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
                                   + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -479,8 +479,8 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Si28 --> p + Al27
 
@@ -516,13 +516,13 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  11.796402252999236 + -136.3412367256539 * tfactors.T9i + 23.8634 * tfactors.T913
                          + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  136.3412367256539 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
                                   + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -537,13 +537,13 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  111.48620225299923 + -134.8245897256539 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
                          + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  134.8245897256539 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
                                   + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -558,13 +558,13 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  46.569302252999236 + -134.4372767256539 * tfactors.T9i + -23.2205 * tfactors.T913i
                          + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  134.4372767256539 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -578,8 +578,8 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Si28 --> He4 + Mg24
 
@@ -614,12 +614,12 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     // ReacLib set derived from st08r
     ln_set_rate =  32.902724006057724 + -131.4900751873663 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  131.4900751873663 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -634,13 +634,13 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  -25.68644599394228 + -128.6942751873663 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
                          + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  128.6942751873663 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
                                   + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -654,8 +654,8 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_S32_to_p_P31_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // S32 --> p + P31
 
@@ -691,13 +691,13 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  25.192389422303183 + -106.63906812813134 * tfactors.T9i + 8.09341 * tfactors.T913
                          + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  106.63906812813134 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
                                   + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -711,12 +711,12 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     // ReacLib set derived from il10r
     ln_set_rate =  21.702443422303183 + -105.12160812813134 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  105.12160812813134 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -731,13 +731,13 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  43.630433422303184 + -102.86202812813134 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
                          + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  102.86202812813134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
                                   + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -751,8 +751,8 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // S32 --> He4 + Si28
 
@@ -788,13 +788,13 @@ void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  72.8147025119699 + -80.62419844573513 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
                          + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  80.62419844573513 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
                                   + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -808,8 +808,8 @@ void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // C12 --> 3 He4
 
@@ -841,13 +841,13 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  34.96090397991297 + -85.44440046993657 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
                          + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.8333300000000001 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  85.44440046993657 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
                                   + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.8333300000000001 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -862,13 +862,13 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  45.77825197991297 + -84.41994046993656 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
                          + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  84.41994046993656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
                                   + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -883,13 +883,13 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  22.398803979912973 + -88.54650046993656 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
                          + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  88.54650046993656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
                                   + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -903,8 +903,8 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // O16 + p --> He4 + N13
 
@@ -947,13 +947,13 @@ void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  42.21642061342456 + -60.557329596678294 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
                          + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  60.557329596678294 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
                                   + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -967,8 +967,8 @@ void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ne20 + He4 --> p + Na23
 
@@ -1010,13 +1010,13 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -6.360024278486355 + -29.889658832139027 * tfactors.T9i + 19.7297 * tfactors.T913
                          + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  29.889658832139027 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
                                   + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1031,13 +1031,13 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  0.24516522151364528 + -29.434918832139026 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  29.434918832139026 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1052,13 +1052,13 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  19.202935721513644 + -27.573888832139026 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
                          + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  27.573888832139026 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
                                   + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1072,8 +1072,8 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne20_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ne20_to_C12_C12_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ne20 + He4 --> C12 + C12
 
@@ -1110,13 +1110,13 @@ void rate_He4_Ne20_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, a
     ln_set_rate =  61.474151468919175 + -53.57824966896331 * tfactors.T9i + -84.165 * tfactors.T913i + -1.56627 * tfactors.T913
                          + -0.0736084 * tfactors.T9 + -0.072797 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  53.57824966896331 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.56627 * tfactors.T923i
                                   + -0.0736084 + (5.0/3.0) * -0.072797 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1130,8 +1130,8 @@ void rate_He4_Ne20_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, a
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na23_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Na23_to_C12_C12_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Na23 + p --> C12 + C12
 
@@ -1168,13 +1168,13 @@ void rate_p_Na23_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  60.92541574740554 + -26.004360836807496 * tfactors.T9i + -84.165 * tfactors.T913i + -1.4191 * tfactors.T913
                          + -0.114619 * tfactors.T9 + -0.070307 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  26.004360836807496 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.4191 * tfactors.T923i
                                   + -0.114619 + (5.0/3.0) * -0.070307 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1188,8 +1188,8 @@ void rate_p_Na23_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Mg24 + He4 --> p + Al27
 
@@ -1231,13 +1231,13 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -6.4280417530584835 + -22.818701538287602 * tfactors.T9i + 18.0416 * tfactors.T913
                          + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  22.818701538287602 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
                                   + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1252,13 +1252,13 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -26.268451753058486 + -19.5392135382876 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
                          + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  19.5392135382876 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
                                   + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1273,13 +1273,13 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  30.057448246941515 + -18.576201538287602 * tfactors.T9i + -26.4162 * tfactors.T913i
                          + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  18.576201538287602 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1293,8 +1293,8 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Mg24_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Mg24_to_C12_O16_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Mg24 + He4 --> C12 + O16
 
@@ -1336,13 +1336,13 @@ void rate_He4_Mg24_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, a
     ln_set_rate =  49.57295819231048 + -78.2098115311048 * tfactors.T9i + -133.413 * tfactors.T913i + 50.1572 * tfactors.T913
                          + -3.15987 * tfactors.T9 + 0.0178251 * tfactors.T953 + -23.7027 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  78.2098115311048 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -133.413 * tfactors.T943i + (1.0/3.0) * 50.1572 * tfactors.T923i
                                   + -3.15987 + (5.0/3.0) * 0.0178251 * tfactors.T923 + -23.7027 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1356,8 +1356,8 @@ void rate_He4_Mg24_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, a
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Al27_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Al27_to_C12_O16_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Al27 + p --> C12 + O16
 
@@ -1399,13 +1399,13 @@ void rate_p_Al27_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  68.96430994536895 + -59.8005159928172 * tfactors.T9i + -119.242 * tfactors.T913i + 13.3667 * tfactors.T913
                          + 0.295425 * tfactors.T9 + -0.267288 * tfactors.T953 + -9.91729 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  59.8005159928172 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.242 * tfactors.T943i + (1.0/3.0) * 13.3667 * tfactors.T923i
                                   + 0.295425 + (5.0/3.0) * -0.267288 * tfactors.T923 + -9.91729 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1419,8 +1419,8 @@ void rate_p_Al27_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Si28 + He4 --> p + P31
 
@@ -1462,13 +1462,13 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -11.415669089666713 + -25.663579682396225 * tfactors.T9i + 21.521 * tfactors.T913
                          + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  25.663579682396225 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
                                   + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1483,13 +1483,13 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -13.441669089666712 + -24.114989682396224 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  24.114989682396224 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1504,13 +1504,13 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  60.360230910333286 + -22.237829682396224 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
                          + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  22.237829682396224 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
                                   + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1524,8 +1524,8 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Si28_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Si28_to_O16_O16_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Si28 + He4 --> O16 + O16
 
@@ -1561,13 +1561,13 @@ void rate_He4_Si28_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, a
     ln_set_rate =  97.78921572069022 + -111.60083385054465 * tfactors.T9i + -119.324 * tfactors.T913i + -32.2497 * tfactors.T913
                          + 1.46214 * tfactors.T9 + -0.200893 * tfactors.T953 + 13.2148 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  111.60083385054465 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.324 * tfactors.T943i + (1.0/3.0) * -32.2497 * tfactors.T923i
                                   + 1.46214 + (5.0/3.0) * -0.200893 * tfactors.T923 + 13.2148 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1581,8 +1581,8 @@ void rate_He4_Si28_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, a
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_P31_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_P31_to_O16_O16_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // P31 + p --> O16 + O16
 
@@ -1618,13 +1618,13 @@ void rate_p_P31_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  86.33118481035693 + -88.87103716814843 * tfactors.T9i + -145.844 * tfactors.T913i + 8.72612 * tfactors.T913
                          + -0.554035 * tfactors.T9 + -0.137562 * tfactors.T953 + -6.88807 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  88.87103716814843 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -145.844 * tfactors.T943i + (1.0/3.0) * 8.72612 * tfactors.T923i
                                   + -0.554035 + (5.0/3.0) * -0.137562 * tfactors.T923 + -6.88807 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1638,8 +1638,8 @@ void rate_p_P31_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Mg24_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Mg24_to_C12_C12_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Mg24 --> C12 + C12
 
@@ -1670,13 +1670,13 @@ void rate_Mg24_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  12.203060308868553 + -191.84225839903127 * tfactors.T9i + 11.4826 * tfactors.T913
                          + 1.82849 * tfactors.T9 + -0.34844 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  191.84225839903127 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.4826 * tfactors.T923i
                                   + 1.82849 + (5.0/3.0) * -0.34844 * tfactors.T923 + 1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1690,8 +1690,8 @@ void rate_Mg24_to_C12_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_S32_to_O16_O16_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // S32 --> O16 + O16
 
@@ -1721,13 +1721,13 @@ void rate_S32_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  102.9883182326601 + -192.3301592962798 * tfactors.T9i + -120.83 * tfactors.T913i + -7.72334 * tfactors.T913
                          + -2.27939 * tfactors.T9 + 0.167655 * tfactors.T953 + 9.12001 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  192.3301592962798 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -120.83 * tfactors.T943i + (1.0/3.0) * -7.72334 * tfactors.T923i
                                   + -2.27939 + (5.0/3.0) * 0.167655 * tfactors.T923 + 9.12001 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1741,8 +1741,8 @@ void rate_S32_to_O16_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Si28_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Si28_to_C12_O16_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Si28 --> C12 + O16
 
@@ -1778,13 +1778,13 @@ void rate_Si28_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  -106.3111878016318 + -195.9077167184711 * tfactors.T9i + -293.089 * tfactors.T913i + 414.404 * tfactors.T913
                          + -28.0562 * tfactors.T9 + 1.61807 * tfactors.T953 + -176.78 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  195.9077167184711 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -293.089 * tfactors.T943i + (1.0/3.0) * 414.404 * tfactors.T923i
                                   + -28.0562 + (5.0/3.0) * 1.61807 * tfactors.T923 + -176.78 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1798,8 +1798,8 @@ void rate_Si28_to_C12_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_S32_to_p_Cl35_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // S32 + He4 --> p + Cl35
 
@@ -1841,13 +1841,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -0.8597847344696254 + -25.589703706656966 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  25.589703706656966 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1862,13 +1862,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -57.37716473446963 + -22.187684706656967 * tfactors.T9i + 25.5338 * tfactors.T913
                          + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  22.187684706656967 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
                                   + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1883,13 +1883,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  32.27223526553037 + -21.654753706656965 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
                          + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  21.654753706656965 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
                                   + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1904,13 +1904,13 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  2.4434452655303747 + -27.664513706656965 * tfactors.T9i + 5.33756 * tfactors.T913
                          + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  27.664513706656965 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
                                   + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1924,8 +1924,8 @@ void rate_He4_S32_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ar36_to_He4_S32_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ar36 --> He4 + S32
 
@@ -1961,13 +1961,13 @@ void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  73.81807507159112 + -77.06468541928012 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
                          + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  77.06468541928012 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
                                   + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1981,8 +1981,8 @@ void rate_Ar36_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ar36_to_p_Cl35_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ar36 --> p + Cl35
 
@@ -2017,12 +2017,12 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     // ReacLib set derived from il10r
     ln_set_rate =  -17.455589662878502 + -99.28409012589869 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  99.28409012589869 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2037,13 +2037,13 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  60.7561103371215 + -98.71943912589869 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
                          + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  98.71943912589869 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
                                   + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2058,13 +2058,13 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  17.222320337121502 + -102.37035912589869 * tfactors.T9i + 18.0179 * tfactors.T913
                          + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  102.37035912589869 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
                                   + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2078,12 +2078,12 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     // ReacLib set derived from il10r
     ln_set_rate =  16.0363703371215 + -100.7293991258987 * tfactors.T9i;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  100.7293991258987 * tfactors.T9i * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2097,8 +2097,8 @@ void rate_Ar36_to_p_Cl35_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ar36_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ar36_to_p_K39_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ar36 + He4 --> p + K39
 
@@ -2140,13 +2140,13 @@ void rate_He4_Ar36_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  20.654451232729432 + -14.951286608188834 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
                          + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  14.951286608188834 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
                                   + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2160,8 +2160,8 @@ void rate_He4_Ar36_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ca40_to_He4_Ar36_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ca40 --> He4 + Ar36
 
@@ -2197,13 +2197,13 @@ void rate_Ca40_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  77.28432125250924 + -81.69320665503751 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
                          + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  81.69320665503751 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
                                   + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2217,8 +2217,8 @@ void rate_Ca40_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ca40_to_p_K39_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ca40 --> p + K39
 
@@ -2254,13 +2254,13 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  2786.453572485239 + -101.86683326322635 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
                          + 1137.69 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  101.86683326322635 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
                                   + 1137.69 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2275,13 +2275,13 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  613.1725724852387 + -109.20919326322635 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
                          + 566.426 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  109.20919326322635 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
                                   + 566.426 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2296,13 +2296,13 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  127.32557248523868 + -98.30957326322635 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
                          + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  98.30957326322635 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
                                   + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2316,8 +2316,8 @@ void rate_Ca40_to_p_K39_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ca40_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ca40_to_p_Sc43_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ca40 + He4 --> p + Sc43
 
@@ -2359,13 +2359,13 @@ void rate_He4_Ca40_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  35.67546755788414 + -40.87525788838128 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
                          + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  40.87525788838128 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
                                   + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2379,8 +2379,8 @@ void rate_He4_Ca40_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ti44_to_He4_Ca40_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ti44 --> He4 + Ca40
 
@@ -2416,13 +2416,13 @@ void rate_Ti44_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  78.7006646483486 + -59.49768581557457 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
                          + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  59.49768581557457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
                                   + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2436,8 +2436,8 @@ void rate_Ti44_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ti44_to_p_Sc43_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ti44 --> p + Sc43
 
@@ -2473,13 +2473,13 @@ void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  62.61343220623275 + -100.37294370395585 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
                          + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  100.37294370395585 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
                                   + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2493,8 +2493,8 @@ void rate_Ti44_to_p_Sc43_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Cr48_to_He4_Ti44_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Cr48 --> He4 + Ti44
 
@@ -2530,13 +2530,13 @@ void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  89.75906465832496 + -89.32364150067336 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
                          + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  89.32364150067336 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
                                   + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2550,8 +2550,8 @@ void rate_Cr48_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Cr48_to_p_V47_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Cr48 --> p + V47
 
@@ -2587,13 +2587,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  67.75975303984967 + -100.08956223422913 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
                          + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  100.08956223422913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
                                   + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2608,13 +2608,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  536.5429530398497 + -99.32517223422914 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
                          + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  99.32517223422914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
                                   + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2629,13 +2629,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  48.911453039849675 + -93.78359723422915 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
                          + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.9232499999999995 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  93.78359723422915 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
                                   + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.9232499999999995 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2650,13 +2650,13 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  65.64255303984967 + -94.54467623422914 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
                          + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  94.54467623422914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
                                   + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2670,8 +2670,8 @@ void rate_Cr48_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_V47_to_He4_Ti44_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // V47 + p --> He4 + Ti44
 
@@ -2713,13 +2713,13 @@ void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -76.63208838152472 + -6.086479266444236 * tfactors.T9i + 70.2835 * tfactors.T913
                          + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  6.086479266444236 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
                                   + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2733,8 +2733,8 @@ void rate_p_V47_to_He4_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Fe52_to_He4_Cr48_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Fe52 --> He4 + Cr48
 
@@ -2770,13 +2770,13 @@ void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  90.149113992515 + -92.09363997638769 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
                          + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  92.09363997638769 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
                                   + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2790,8 +2790,8 @@ void rate_Fe52_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Fe52_to_p_Mn51_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Fe52 --> p + Mn51
 
@@ -2827,13 +2827,13 @@ void rate_Fe52_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  61.74743132228039 + -85.61663846070292 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
                          + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  85.61663846070292 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
                                   + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2847,8 +2847,8 @@ void rate_Fe52_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Mn51_to_He4_Cr48_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Mn51 + p --> He4 + Cr48
 
@@ -2890,13 +2890,13 @@ void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  58.71348267023461 + -6.47700151570639 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
                          + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  6.47700151570639 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
                                   + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2910,8 +2910,8 @@ void rate_p_Mn51_to_He4_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ni56_to_He4_Fe52_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ni56 --> He4 + Fe52
 
@@ -2947,13 +2947,13 @@ void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  91.62430485073777 + -92.84097094326391 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  92.84097094326391 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2967,8 +2967,8 @@ void rate_Ni56_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ni56_to_p_Co55_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Ni56 --> p + Co55
 
@@ -3004,13 +3004,13 @@ void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  63.15120404192561 + -83.16460378149378 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  83.16460378149378 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3024,8 +3024,8 @@ void rate_Ni56_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Co55_to_He4_Fe52_derived(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT, [[maybe_unused]] const T& rate_eval, [[maybe_unused]] part_fun::pf_cache_t& pf_cache) {
 
     // Co55 + p --> He4 + Fe52
 
@@ -3067,13 +3067,13 @@ void rate_p_Co55_to_He4_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  61.42570080881217 + -9.676367161770125 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
-    ln_set_rate += net_log_pf;
+    ln_set_rate += net_log_pf + log_scor;
 
     if constexpr (std::is_same_v<T, rate_derivs_t>) {
         dln_set_rate_dT9 =  9.676367161770125 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
 
-        dln_set_rate_dT9 += net_dlog_pf_dT9;
+        dln_set_rate_dT9 += net_dlog_pf_dT9 + dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3103,252 +3103,594 @@ fill_derived_rates(const tf_t& tfactors, T& rate_eval)
 
     pf_cache.index_temp_array_1 = interp_net::find_index(tfactors.T9, part_fun::temp_array_1);
 
-    rate_N13_to_p_C12_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_N13_to_p_C12_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = drate_dT;
+    {
+        // N13_to_p_C12_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_N13_to_p_C12_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_N13_to_p_C12_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_N13_to_p_C12_derived) = drate_dT;
+        }
     }
-    rate_O16_to_He4_C12_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_O16_to_He4_C12_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived) = drate_dT;
 
-    }
-    rate_Ne20_to_He4_O16_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ne20_to_He4_O16_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived) = drate_dT;
+    {
+        // O16_to_He4_C12_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_O16_to_He4_C12_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_O16_to_He4_C12_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_O16_to_He4_C12_derived) = drate_dT;
+        }
     }
-    rate_Mg24_to_p_Na23_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Mg24_to_p_Na23_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived) = drate_dT;
 
-    }
-    rate_Mg24_to_He4_Ne20_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived) = drate_dT;
+    {
+        // Ne20_to_He4_O16_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ne20_to_He4_O16_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ne20_to_He4_O16_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ne20_to_He4_O16_derived) = drate_dT;
+        }
     }
-    rate_Si28_to_p_Al27_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Si28_to_p_Al27_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived) = drate_dT;
 
-    }
-    rate_Si28_to_He4_Mg24_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived) = drate_dT;
+    {
+        // Mg24_to_p_Na23_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Mg24_to_p_Na23_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Mg24_to_p_Na23_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Mg24_to_p_Na23_derived) = drate_dT;
+        }
     }
-    rate_S32_to_p_P31_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_S32_to_p_P31_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived) = drate_dT;
 
-    }
-    rate_S32_to_He4_Si28_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_S32_to_He4_Si28_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived) = drate_dT;
+    {
+        // Mg24_to_He4_Ne20_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Mg24_to_He4_Ne20_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Mg24_to_He4_Ne20_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Mg24_to_He4_Ne20_derived) = drate_dT;
+        }
     }
-    rate_C12_to_He4_He4_He4_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived) = drate_dT;
 
-    }
-    rate_p_O16_to_He4_N13_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = drate_dT;
+    {
+        // Si28_to_p_Al27_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Si28_to_p_Al27_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Si28_to_p_Al27_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Si28_to_p_Al27_derived) = drate_dT;
+        }
     }
-    rate_He4_Ne20_to_p_Na23_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived) = drate_dT;
 
-    }
-    rate_He4_Ne20_to_C12_C12_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Ne20_to_C12_C12_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_C12_C12_derived) = drate_dT;
+    {
+        // Si28_to_He4_Mg24_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Si28_to_He4_Mg24_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Si28_to_He4_Mg24_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Si28_to_He4_Mg24_derived) = drate_dT;
+        }
     }
-    rate_p_Na23_to_C12_C12_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_p_Na23_to_C12_C12_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_C12_C12_derived) = drate_dT;
 
-    }
-    rate_He4_Mg24_to_p_Al27_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived) = drate_dT;
+    {
+        // S32_to_p_P31_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_S32_to_p_P31_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_S32_to_p_P31_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_S32_to_p_P31_derived) = drate_dT;
+        }
     }
-    rate_He4_Mg24_to_C12_O16_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Mg24_to_C12_O16_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_C12_O16_derived) = drate_dT;
 
-    }
-    rate_p_Al27_to_C12_O16_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_p_Al27_to_C12_O16_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_C12_O16_derived) = drate_dT;
+    {
+        // S32_to_He4_Si28_derived
 
-    }
-    rate_He4_Si28_to_p_P31_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived) = drate_dT;
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_S32_to_He4_Si28_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_S32_to_He4_Si28_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_S32_to_He4_Si28_derived) = drate_dT;
+        }
+    }
 
-    }
-    rate_He4_Si28_to_O16_O16_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Si28_to_O16_O16_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_O16_O16_derived) = drate_dT;
+    {
+        // C12_to_He4_He4_He4_derived
 
-    }
-    rate_p_P31_to_O16_O16_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_p_P31_to_O16_O16_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_P31_to_O16_O16_derived) = drate_dT;
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_C12_to_He4_He4_He4_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_C12_to_He4_He4_He4_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_C12_to_He4_He4_He4_derived) = drate_dT;
+        }
+    }
 
-    }
-    rate_Mg24_to_C12_C12_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Mg24_to_C12_C12_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Mg24_to_C12_C12_derived) = drate_dT;
-
-    }
-    rate_S32_to_O16_O16_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_S32_to_O16_O16_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_to_O16_O16_derived) = drate_dT;
-
-    }
-    rate_Si28_to_C12_O16_derived<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Si28_to_C12_O16_derived) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Si28_to_C12_O16_derived) = drate_dT;
-
-    }
-    rate_He4_S32_to_p_Cl35_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed) = drate_dT;
-
-    }
-    rate_Ar36_to_He4_S32_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ar36_to_He4_S32_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed) = drate_dT;
-
-    }
-    rate_Ar36_to_p_Cl35_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed) = drate_dT;
-
-    }
-    rate_He4_Ar36_to_p_K39_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed) = drate_dT;
-
-    }
-    rate_Ca40_to_He4_Ar36_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed) = drate_dT;
-
-    }
-    rate_Ca40_to_p_K39_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ca40_to_p_K39_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed) = drate_dT;
-
-    }
-    rate_He4_Ca40_to_p_Sc43_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed) = drate_dT;
-
-    }
-    rate_Ti44_to_He4_Ca40_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed) = drate_dT;
-
-    }
-    rate_Ti44_to_p_Sc43_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed) = drate_dT;
-
-    }
-    rate_Cr48_to_He4_Ti44_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed) = drate_dT;
-
-    }
-    rate_Cr48_to_p_V47_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Cr48_to_p_V47_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed) = drate_dT;
-
-    }
-    rate_p_V47_to_He4_Ti44_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed) = drate_dT;
-
-    }
-    rate_Fe52_to_He4_Cr48_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed) = drate_dT;
-
-    }
-    rate_Fe52_to_p_Mn51_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed) = drate_dT;
-
-    }
-    rate_p_Mn51_to_He4_Cr48_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed) = drate_dT;
-
-    }
-    rate_Ni56_to_He4_Fe52_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed) = drate_dT;
-
-    }
-    rate_Ni56_to_p_Co55_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_Ni56_to_p_Co55_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed) = drate_dT;
+    {
+        // p_O16_to_He4_N13_derived
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_O16);
+        }
+#endif
+        rate_p_O16_to_He4_N13_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_p_O16_to_He4_N13_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_O16_to_He4_N13_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ne20_to_p_Na23_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ne20);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ne20);
+        }
+#endif
+        rate_He4_Ne20_to_p_Na23_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Ne20_to_p_Na23_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ne20_to_p_Na23_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ne20_to_C12_C12_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ne20);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ne20);
+        }
+#endif
+        rate_He4_Ne20_to_C12_C12_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Ne20_to_C12_C12_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ne20_to_C12_C12_derived) = drate_dT;
+        }
+    }
+
+    {
+        // p_Na23_to_C12_C12_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Na23);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Na23);
+        }
+#endif
+        rate_p_Na23_to_C12_C12_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_p_Na23_to_C12_C12_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Na23_to_C12_C12_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Mg24_to_p_Al27_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Mg24);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Mg24);
+        }
+#endif
+        rate_He4_Mg24_to_p_Al27_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Mg24_to_p_Al27_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Mg24_to_p_Al27_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Mg24_to_C12_O16_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Mg24);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Mg24);
+        }
+#endif
+        rate_He4_Mg24_to_C12_O16_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Mg24_to_C12_O16_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Mg24_to_C12_O16_derived) = drate_dT;
+        }
+    }
+
+    {
+        // p_Al27_to_C12_O16_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Al27);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Al27);
+        }
+#endif
+        rate_p_Al27_to_C12_O16_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_p_Al27_to_C12_O16_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Al27_to_C12_O16_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Si28_to_p_P31_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Si28);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Si28);
+        }
+#endif
+        rate_He4_Si28_to_p_P31_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Si28_to_p_P31_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Si28_to_p_P31_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Si28_to_O16_O16_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Si28);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Si28);
+        }
+#endif
+        rate_He4_Si28_to_O16_O16_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Si28_to_O16_O16_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Si28_to_O16_O16_derived) = drate_dT;
+        }
+    }
+
+    {
+        // p_P31_to_O16_O16_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_P31);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_P31);
+        }
+#endif
+        rate_p_P31_to_O16_O16_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_p_P31_to_O16_O16_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_P31_to_O16_O16_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Mg24_to_C12_C12_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Mg24_to_C12_C12_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Mg24_to_C12_C12_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Mg24_to_C12_C12_derived) = drate_dT;
+        }
+    }
+
+    {
+        // S32_to_O16_O16_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_S32_to_O16_O16_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_S32_to_O16_O16_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_S32_to_O16_O16_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Si28_to_C12_O16_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Si28_to_C12_O16_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Si28_to_C12_O16_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Si28_to_C12_O16_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_S32_to_p_Cl35_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_S32);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_S32);
+        }
+#endif
+        rate_He4_S32_to_p_Cl35_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ar36_to_He4_S32_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ar36_to_He4_S32_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ar36_to_He4_S32_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ar36_to_p_Cl35_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ar36_to_p_Cl35_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ar36_to_p_K39_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ar36);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ar36);
+        }
+#endif
+        rate_He4_Ar36_to_p_K39_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ca40_to_He4_Ar36_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ca40_to_He4_Ar36_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ca40_to_p_K39_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ca40_to_p_K39_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ca40_to_p_K39_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ca40_to_p_Sc43_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ca40);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ca40);
+        }
+#endif
+        rate_He4_Ca40_to_p_Sc43_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ti44_to_He4_Ca40_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ti44_to_He4_Ca40_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ti44_to_p_Sc43_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ti44_to_p_Sc43_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Cr48_to_He4_Ti44_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Cr48_to_He4_Ti44_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Cr48_to_p_V47_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Cr48_to_p_V47_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Cr48_to_p_V47_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived) = drate_dT;
+        }
+    }
+
+    {
+        // p_V47_to_He4_Ti44_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_V47);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_V47);
+        }
+#endif
+        rate_p_V47_to_He4_Ti44_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Fe52_to_He4_Cr48_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Fe52_to_He4_Cr48_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Fe52_to_p_Mn51_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Fe52_to_p_Mn51_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived) = drate_dT;
+        }
+    }
+
+    {
+        // p_Mn51_to_He4_Cr48_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Mn51);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Mn51);
+        }
+#endif
+        rate_p_Mn51_to_He4_Cr48_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ni56_to_He4_Fe52_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ni56_to_He4_Fe52_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived) = drate_dT;
+        }
+    }
+
+    {
+        // Ni56_to_p_Co55_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+        rate_Ni56_to_p_Co55_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_Ni56_to_p_Co55_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived) = drate_dT;
+        }
+    }
+
+    {
+        // p_Co55_to_He4_Fe52_derived
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Co55);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Co55);
+        }
+#endif
+        rate_p_Co55_to_He4_Fe52_derived<do_T_derivatives, T>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT, rate_eval, pf_cache);
+        rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived) = drate_dT;
+        }
     }
-    rate_p_Co55_to_He4_Fe52_removed<do_T_derivatives, T>(tfactors, rate, drate_dT, rate_eval, pf_cache);
-    rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed) = drate_dT;
 
-    }
 
 }
 #endif
diff --git a/networks/he-burn/ase/interp_tools.H b/networks/he-burn/ase/interp_tools.H
index 5444bb552..bbc0d2685 100644
--- a/networks/he-burn/ase/interp_tools.H
+++ b/networks/he-burn/ase/interp_tools.H
@@ -55,7 +55,7 @@ namespace interp_net {
 
         if (x0 < x_array(left)) {
             idx = left;
-        } else if (x0 > x_array(right)) {
+        } else if (x0 >= x_array(right)) {
             idx = right - 1;
         } else {
             idx = find_index(x0, x_array);
diff --git a/networks/he-burn/ase/partition_functions.H b/networks/he-burn/ase/partition_functions.H
index 915f5412e..aed45f869 100644
--- a/networks/he-burn/ase/partition_functions.H
+++ b/networks/he-burn/ase/partition_functions.H
@@ -22,7 +22,7 @@ namespace part_fun {
 
     // this is T9
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> temp_array_1 = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> temp_array_1 = {
         0.01, 0.15, 0.2, 0.3, 0.4,
         0.5, 0.6, 0.7, 0.8, 0.9,
         1.0, 1.5, 2.0, 2.5, 3.0,
@@ -45,7 +45,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> O16_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> O16_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
@@ -69,7 +69,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Ne20_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Ne20_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 1.5999872001381317e-05, 0.00038192705657577196, 0.0025407695097516073, 0.008962714607884434,
@@ -93,7 +93,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Na23_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Na23_pf_array = {
         0.0, 0.0, 0.0, 0.0, 3.999991999914312e-06,
         5.499848755537228e-05, 0.0003019544071791481, 0.0010184811719273939, 0.002532789778269521, 0.0051397687298581594,
         0.00904794362623629, 0.048651106882368046, 0.11044327651595648, 0.1779034781081781, 0.24236561796080108,
@@ -117,7 +117,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Mg24_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Mg24_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         9.999994999180668e-07, 0.0001259920626667995, 0.0017764212290928272, 0.008665347199341391, 0.02478529122240376,
@@ -141,7 +141,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Al27_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Al27_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 1.9999980000601777e-06, 7.999968000178667e-06,
         2.3999712004631918e-05, 0.0007467211343664971, 0.0043365834151270505, 0.012613119117341724, 0.025879225360058624,
@@ -165,7 +165,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Si28_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Si28_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 4.999987500074422e-06, 0.00016398655347018683, 0.0012951609168895288, 0.005118876169847203,
@@ -189,7 +189,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> P31_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> P31_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         9.999994999180668e-07, 0.00011099383995581128, 0.0012951609168895288, 0.005682822135497365, 0.015358452840402968,
@@ -213,7 +213,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> S32_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> S32_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 1.1999928000476974e-05, 0.0001599872013651075, 0.0008965979359162839,
@@ -237,7 +237,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Cl35_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Cl35_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 4.1999118024792734e-05, 0.0004768862716642343, 0.002171640281399847, 0.006214649003101918,
@@ -261,7 +261,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Ar36_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Ar36_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 9.999994999180668e-07, 5.399854205248437e-05, 0.0005328580059528724, 0.0024460060865663185,
@@ -285,7 +285,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> K39_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> K39_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 8.999959500168733e-06, 7.899687966427683e-05,
@@ -309,7 +309,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Ca40_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Ca40_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 7.999968000178667e-06,
@@ -333,7 +333,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Sc43_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Sc43_pf_array = {
         0.0, 3.999991999914312e-06, 7.399726213497465e-05, 0.001402016715091746, 0.006077494560027172,
         0.014618625311574956, 0.02619392408247513, 0.039701366851552046, 0.05424762604898671, 0.06923404240290812,
         0.08429886812818674, 0.15680885802481764, 0.22576092300652262, 0.2958459074810483, 0.3697667707656917,
@@ -357,7 +357,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Ti44_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Ti44_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 9.999994999180668e-07, 3.999991999914312e-06,
         1.6999855501571383e-05, 0.001148340404701717, 0.009309531525720607, 0.03254753540924965, 0.07466488847560604,
@@ -381,7 +381,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> V47_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> V47_pf_array = {
         5.799831806492598e-05, 0.0017464740260096463, 0.009732485344379859, 0.056357648868795907, 0.13811537012749586,
         0.23671188375470134, 0.33785770498795076, 0.4340856062023528, 0.5224146112876673, 0.6021781642551665,
         0.6737563884480131, 0.9374767156169274, 1.1057414821365488, 1.2270658944596067, 1.3241582851318665,
@@ -405,7 +405,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Cr48_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Cr48_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 1.9999980000601777e-06, 1.8999819502277547e-05, 9.099585975123644e-05, 0.0003069528851426514,
         0.0008086729358847522, 0.01474081832149851, 0.06183142275093884, 0.143112843568674, 0.24629820135844444,
@@ -429,7 +429,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Mn51_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Mn51_pf_array = {
         0.0, 0.0, 9.999994999180668e-07, 0.00013899034039500225, 0.001371059667992007,
         0.005417299897942013, 0.013501443923597083, 0.02583439952789853, 0.0418873468309038, 0.060801547340661864,
         0.08168044277606486, 0.19327880627694072, 0.29229193070917964, 0.3745845060072903, 0.44569620808461924,
@@ -453,7 +453,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Fe52_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Fe52_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 3.999991999914312e-06, 2.1999758003515767e-05, 8.699621571943491e-05,
         0.00026096594542543384, 0.006963697081509575, 0.035510955889664755, 0.09259923578662213, 0.17220724583011637,
@@ -477,7 +477,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Co55_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Co55_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 1.9999980000601777e-06, 3.299945551192844e-05, 0.0002149768908123338,
@@ -501,7 +501,7 @@ namespace part_fun {
 
     // this is log(partition function)
 
-    inline AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1-1> Ni56_pf_array = {
+    inline AMREX_GPU_DEVICE amrex::Array1D<amrex::Real, 0, npts_1-1> Ni56_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 9.999994999180668e-07, 1.7999838002017484e-05, 0.00014798904908051437,
@@ -525,7 +525,7 @@ namespace part_fun {
     // interpolation routine
 
     template <typename T>
-    AMREX_GPU_HOST_DEVICE AMREX_INLINE
+    AMREX_GPU_DEVICE AMREX_INLINE
     void interpolate_pf(const amrex::Real t9, int idx,
                         const T& temp_array, const T& pf_array,
                         amrex::Real& logpf, amrex::Real& dlogpf_dT9) {
@@ -571,7 +571,7 @@ namespace part_fun {
         amrex::Array2D<amrex::Real, 1, NumSpecTotal, 1, 2, amrex::Order::C> data;
         int index_temp_array_1{-1};
 
-        AMREX_GPU_HOST_DEVICE AMREX_INLINE
+        AMREX_GPU_DEVICE AMREX_INLINE
         pf_cache_t() {
             // The entries will be default-initialized to -900,
             // log(partition_function) should never be -900.
@@ -587,7 +587,7 @@ namespace part_fun {
 // get the partition function for nucleus inuc.  Here pf_cache
 // should already contain the index into the temp / pf arrays
 
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 void get_partition_function(const int inuc,
                             [[maybe_unused]] const amrex::Real T9,
                             const part_fun::pf_cache_t& pf_cache,
@@ -735,7 +735,7 @@ void get_partition_function(const int inuc,
 // index into the arrays. Uses tfactors instead of T9 as argument,
 // and returns pf and dpf_dT instead of logpf and dlogpf_dT9
 
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 void get_partition_function(const int inuc,
                             [[maybe_unused]] const tf_t& tfactors,
                             amrex::Real& pf, amrex::Real& dpf_dT) {
@@ -755,7 +755,7 @@ void get_partition_function(const int inuc,
 }
 
 
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 void get_partition_function_cached(const int inuc, const amrex::Real T9,
                                    part_fun::pf_cache_t& pf_cache,
                                    amrex::Real& logpf, amrex::Real& dlogpf_dT9) {
@@ -773,7 +773,7 @@ void get_partition_function_cached(const int inuc, const amrex::Real T9,
 
 
 template <int spec>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 constexpr amrex::Real get_spin_state() {
 
     static_assert(spec >= 1 && spec <= NumSpec);
@@ -823,7 +823,7 @@ constexpr amrex::Real get_spin_state() {
 
 // Legacy (non-templated) interface
 
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 amrex::Real get_spin_state (int spec) {
 
     amrex::Real s = -1.0_rt;
diff --git a/networks/he-burn/ase/pynucastro-info.txt b/networks/he-burn/ase/pynucastro-info.txt
index e055581de..a8c40442c 100644
--- a/networks/he-burn/ase/pynucastro-info.txt
+++ b/networks/he-burn/ase/pynucastro-info.txt
@@ -1 +1 @@
-pynucastro version: 2.9.0-28-gbcc09d414
+pynucastro version: 2.11.0-10-ge524a06ef
diff --git a/networks/he-burn/ase/reaclib_rates.H b/networks/he-burn/ase/reaclib_rates.H
index fdaa029b8..3a36f7af9 100644
--- a/networks/he-burn/ase/reaclib_rates.H
+++ b/networks/he-burn/ase/reaclib_rates.H
@@ -6,25 +6,14 @@
 
 #include <tfactors.H>
 #include <actual_network.H>
+#include <rate_type.H>
 
 using namespace Rates;
 using namespace Species;
 
-struct rate_t {
-    amrex::Array1D<amrex::Real, 1, NumRates>  screened_rates;
-    amrex::Real enuc_weak;
-};
-
-struct rate_derivs_t {
-    amrex::Array1D<amrex::Real, 1, NumRates>  screened_rates;
-    amrex::Array1D<amrex::Real, 1, NumRates>  dscreened_rates_dT;
-    amrex::Real enuc_weak;
-};
-
-
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_C12_to_N13_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_C12_to_N13_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // C12 + p --> N13
 
@@ -39,9 +28,13 @@ void rate_p_C12_to_N13_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  17.1482 + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
                          + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
                                   + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -56,9 +49,13 @@ void rate_p_C12_to_N13_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  17.5428 + -3.77849 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
                          + 0.148883 * tfactors.T9 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  3.77849 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
                                   + 0.148883 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -72,8 +69,8 @@ void rate_p_C12_to_N13_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::R
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_C12_to_O16_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_C12_to_O16_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // C12 + He4 --> O16
 
@@ -88,9 +85,13 @@ void rate_He4_C12_to_O16_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  254.634 + -1.84097 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
                          + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 137.303 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.84097 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
                                   + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 137.303 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -105,9 +106,13 @@ void rate_He4_C12_to_O16_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  69.6526 + -1.39254 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
                          + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 70.3554 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.39254 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
                                   + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 70.3554 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -121,8 +126,8 @@ void rate_He4_C12_to_O16_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_O16_to_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_O16_to_Ne20_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // O16 + He4 --> Ne20
 
@@ -137,9 +142,13 @@ void rate_He4_O16_to_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  3.88571 + -10.3585 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  10.3585 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -154,9 +163,13 @@ void rate_He4_O16_to_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  23.903 + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
                          + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
                                   + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -171,9 +184,13 @@ void rate_He4_O16_to_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  9.50848 + -12.7643 * tfactors.T9i + -3.65925 * tfactors.T913
                          + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  12.7643 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
                                   + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -187,8 +204,8 @@ void rate_He4_O16_to_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ne20_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ne20_to_Mg24_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Ne20 + He4 --> Mg24
 
@@ -203,9 +220,13 @@ void rate_He4_Ne20_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  -8.79827 + -12.7809 * tfactors.T9i + 16.9229 * tfactors.T913
                          + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  12.7809 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
                                   + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -220,9 +241,13 @@ void rate_He4_Ne20_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  1.98307 + -9.22026 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  9.22026 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -237,9 +262,13 @@ void rate_He4_Ne20_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  -38.7055 + -2.50605 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  2.50605 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -254,9 +283,13 @@ void rate_He4_Ne20_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  24.5058 + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
                          + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
                                   + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -270,8 +303,8 @@ void rate_He4_Ne20_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na23_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Na23_to_Mg24_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Na23 + p --> Mg24
 
@@ -286,9 +319,13 @@ void rate_p_Na23_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  9.0594 + -3.28029 * tfactors.T9i + -0.360588 * tfactors.T913
                          + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  3.28029 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
                                   + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -303,9 +340,13 @@ void rate_p_Na23_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  -5.02585 + -1.61219 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.61219 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -320,9 +361,13 @@ void rate_p_Na23_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  18.9075 + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
                          + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
                                   + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -336,8 +381,8 @@ void rate_p_Na23_to_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Mg24_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Mg24_to_Si28_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Mg24 + He4 --> Si28
 
@@ -352,9 +397,13 @@ void rate_He4_Mg24_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  8.03977 + -15.629 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  15.629 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -369,9 +418,13 @@ void rate_He4_Mg24_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  -50.5494 + -12.8332 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
                          + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  12.8332 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
                                   + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -385,8 +438,8 @@ void rate_He4_Mg24_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Al27_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Al27_to_Si28_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Al27 + p --> Si28
 
@@ -401,9 +454,13 @@ void rate_p_Al27_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  -13.6664 + -1.90396 * tfactors.T9i + 23.8634 * tfactors.T913
                          + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.90396 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
                                   + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -418,9 +475,13 @@ void rate_p_Al27_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  86.0234 + -0.387313 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
                          + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  0.387313 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
                                   + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -435,9 +496,13 @@ void rate_p_Al27_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  21.1065 + -23.2205 * tfactors.T913i
                          + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -23.2205 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -451,8 +516,8 @@ void rate_p_Al27_to_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Si28_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Si28_to_S32_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Si28 + He4 --> S32
 
@@ -467,9 +532,13 @@ void rate_He4_Si28_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  47.9212 + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
                          + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
                                   + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -483,8 +552,8 @@ void rate_He4_Si28_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_P31_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_P31_to_S32_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // P31 + p --> S32
 
@@ -499,9 +568,13 @@ void rate_p_P31_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  0.821556 + -3.77704 * tfactors.T9i + 8.09341 * tfactors.T913
                          + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  3.77704 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
                                   + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -516,9 +589,13 @@ void rate_p_P31_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  -2.66839 + -2.25958 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  2.25958 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -533,9 +610,13 @@ void rate_p_P31_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::R
     ln_set_rate =  19.2596 + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
                          + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
                                   + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -549,8 +630,8 @@ void rate_p_P31_to_S32_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::R
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_p_Na23_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_C12_C12_to_p_Na23_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // C12 + C12 --> p + Na23
 
@@ -565,9 +646,13 @@ void rate_C12_C12_to_p_Na23_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  60.9649 + -84.165 * tfactors.T913i + -1.4191 * tfactors.T913
                          + -0.114619 * tfactors.T9 + -0.070307 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.4191 * tfactors.T923i
                                   + -0.114619 + (5.0/3.0) * -0.070307 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -581,8 +666,8 @@ void rate_C12_C12_to_p_Na23_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_C12_C12_to_He4_Ne20_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // C12 + C12 --> He4 + Ne20
 
@@ -597,9 +682,13 @@ void rate_C12_C12_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, a
     ln_set_rate =  61.2863 + -84.165 * tfactors.T913i + -1.56627 * tfactors.T913
                          + -0.0736084 * tfactors.T9 + -0.072797 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -84.165 * tfactors.T943i + (1.0/3.0) * -1.56627 * tfactors.T923i
                                   + -0.0736084 + (5.0/3.0) * -0.072797 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -613,8 +702,8 @@ void rate_C12_C12_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, a
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_N13_to_p_O16_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_N13_to_p_O16_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // N13 + He4 --> p + O16
 
@@ -629,9 +718,13 @@ void rate_He4_N13_to_p_O16_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  40.4644 + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
                          + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
                                   + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -645,8 +738,8 @@ void rate_He4_N13_to_p_O16_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_p_Al27_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_C12_O16_to_p_Al27_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // O16 + C12 --> p + Al27
 
@@ -661,9 +754,13 @@ void rate_C12_O16_to_p_Al27_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  68.5253 + 0.205134 * tfactors.T9i + -119.242 * tfactors.T913i + 13.3667 * tfactors.T913
                          + 0.295425 * tfactors.T9 + -0.267288 * tfactors.T953 + -9.91729 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  -0.205134 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.242 * tfactors.T943i + (1.0/3.0) * 13.3667 * tfactors.T923i
                                   + 0.295425 + (5.0/3.0) * -0.267288 * tfactors.T923 + -9.91729 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -677,8 +774,8 @@ void rate_C12_O16_to_p_Al27_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_C12_O16_to_He4_Mg24_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // O16 + C12 --> He4 + Mg24
 
@@ -693,9 +790,13 @@ void rate_C12_O16_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, a
     ln_set_rate =  48.5341 + 0.37204 * tfactors.T9i + -133.413 * tfactors.T913i + 50.1572 * tfactors.T913
                          + -3.15987 * tfactors.T9 + 0.0178251 * tfactors.T953 + -23.7027 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  -0.37204 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -133.413 * tfactors.T943i + (1.0/3.0) * 50.1572 * tfactors.T923i
                                   + -3.15987 + (5.0/3.0) * 0.0178251 * tfactors.T923 + -23.7027 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -709,8 +810,8 @@ void rate_C12_O16_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, a
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_p_P31_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_O16_O16_to_p_P31_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // O16 + O16 --> p + P31
 
@@ -725,9 +826,13 @@ void rate_O16_O16_to_p_P31_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  85.2628 + 0.223453 * tfactors.T9i + -145.844 * tfactors.T913i + 8.72612 * tfactors.T913
                          + -0.554035 * tfactors.T9 + -0.137562 * tfactors.T953 + -6.88807 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  -0.223453 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -145.844 * tfactors.T943i + (1.0/3.0) * 8.72612 * tfactors.T923i
                                   + -0.554035 + (5.0/3.0) * -0.137562 * tfactors.T923 + -6.88807 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -741,8 +846,8 @@ void rate_O16_O16_to_p_P31_reaclib(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_O16_O16_to_He4_Si28_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // O16 + O16 --> He4 + Si28
 
@@ -757,9 +862,13 @@ void rate_O16_O16_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, a
     ln_set_rate =  97.2435 + -0.268514 * tfactors.T9i + -119.324 * tfactors.T913i + -32.2497 * tfactors.T913
                          + 1.46214 * tfactors.T9 + -0.200893 * tfactors.T953 + 13.2148 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  0.268514 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -119.324 * tfactors.T943i + (1.0/3.0) * -32.2497 * tfactors.T923i
                                   + 1.46214 + (5.0/3.0) * -0.200893 * tfactors.T923 + 13.2148 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -773,8 +882,8 @@ void rate_O16_O16_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, a
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Na23_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Na23_to_He4_Ne20_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Na23 + p --> He4 + Ne20
 
@@ -789,9 +898,13 @@ void rate_p_Na23_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -6.58736 + -2.31577 * tfactors.T9i + 19.7297 * tfactors.T913
                          + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  2.31577 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
                                   + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -806,9 +919,13 @@ void rate_p_Na23_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  0.0178295 + -1.86103 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.86103 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -823,9 +940,13 @@ void rate_p_Na23_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  18.9756 + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
                          + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
                                   + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -839,8 +960,8 @@ void rate_p_Na23_to_He4_Ne20_reaclib(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Al27_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Al27_to_He4_Mg24_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Al27 + p --> He4 + Mg24
 
@@ -855,9 +976,13 @@ void rate_p_Al27_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -7.02789 + -4.2425 * tfactors.T9i + 18.0416 * tfactors.T913
                          + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  4.2425 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
                                   + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -872,9 +997,13 @@ void rate_p_Al27_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -26.8683 + -0.963012 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
                          + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  0.963012 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
                                   + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -889,9 +1018,13 @@ void rate_p_Al27_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  29.4576 + -26.4162 * tfactors.T913i
                          + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -26.4162 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -905,8 +1038,8 @@ void rate_p_Al27_to_He4_Mg24_reaclib(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_P31_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_P31_to_He4_Si28_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // P31 + p --> He4 + Si28
 
@@ -921,9 +1054,13 @@ void rate_p_P31_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -10.893 + -3.42575 * tfactors.T9i + 21.521 * tfactors.T913
                          + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  3.42575 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
                                   + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -938,9 +1075,13 @@ void rate_p_P31_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -12.919 + -1.87716 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.87716 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -955,9 +1096,13 @@ void rate_p_P31_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  60.8829 + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
                          + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
                                   + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -971,8 +1116,8 @@ void rate_p_P31_to_He4_Si28_reaclib(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_He4_He4_to_C12_reaclib(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_He4_He4_to_C12_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // 3 He4 --> C12
 
@@ -987,9 +1132,13 @@ void rate_He4_He4_He4_to_C12_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -11.7884 + -1.02446 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
                          + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + -2.16667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.02446 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
                                   + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + -2.16667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1004,9 +1153,13 @@ void rate_He4_He4_He4_to_C12_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -0.971052 + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
                          + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + -1.33333 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
                                   + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + -1.33333 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1021,9 +1174,13 @@ void rate_He4_He4_He4_to_C12_reaclib(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  -24.3505 + -4.12656 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
                          + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -13.1653 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  4.12656 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
                                   + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -13.1653 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1037,8 +1194,8 @@ void rate_He4_He4_He4_to_C12_reaclib(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_n_Mg23_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_C12_C12_to_n_Mg23_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // C12 + C12 --> n + Mg23
 
@@ -1053,9 +1210,13 @@ void rate_C12_C12_to_n_Mg23_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -12.8056 + -30.1498 * tfactors.T9i + 11.4826 * tfactors.T913
                          + 1.82849 * tfactors.T9 + -0.34844 * tfactors.T953;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  30.1498 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 11.4826 * tfactors.T923i
                                   + 1.82849 + (5.0/3.0) * -0.34844 * tfactors.T923;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1069,8 +1230,8 @@ void rate_C12_C12_to_n_Mg23_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_n_S31_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_O16_O16_to_n_S31_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // O16 + O16 --> n + S31
 
@@ -1085,9 +1246,13 @@ void rate_O16_O16_to_n_S31_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  77.5491 + -0.373641 * tfactors.T9i + -120.83 * tfactors.T913i + -7.72334 * tfactors.T913
                          + -2.27939 * tfactors.T9 + 0.167655 * tfactors.T953 + 7.62001 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  0.373641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -120.83 * tfactors.T943i + (1.0/3.0) * -7.72334 * tfactors.T923i
                                   + -2.27939 + (5.0/3.0) * 0.167655 * tfactors.T923 + 7.62001 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1101,8 +1266,8 @@ void rate_O16_O16_to_n_S31_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_n_Si27_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_C12_O16_to_n_Si27_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // O16 + C12 --> n + Si27
 
@@ -1117,9 +1282,13 @@ void rate_C12_O16_to_n_Si27_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -132.213 + -1.46479 * tfactors.T9i + -293.089 * tfactors.T913i + 414.404 * tfactors.T913
                          + -28.0562 * tfactors.T9 + 1.61807 * tfactors.T953 + -178.28 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.46479 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -293.089 * tfactors.T943i + (1.0/3.0) * 414.404 * tfactors.T923i
                                   + -28.0562 + (5.0/3.0) * 1.61807 * tfactors.T923 + -178.28 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1133,8 +1302,8 @@ void rate_C12_O16_to_n_Si27_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_S32_to_Ar36_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // S32 + He4 --> Ar36
 
@@ -1149,9 +1318,13 @@ void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex
     ln_set_rate =  48.901 + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
                          + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
                                   + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1165,8 +1338,8 @@ void rate_He4_S32_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Cl35_to_Ar36_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Cl35 + p --> Ar36
 
@@ -1181,9 +1354,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  -42.5249 + -0.564651 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  0.564651 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1198,9 +1375,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  35.6868 + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
                          + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
                                   + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1215,9 +1396,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  -7.84699 + -3.65092 * tfactors.T9i + 18.0179 * tfactors.T913
                          + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  3.65092 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
                                   + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1232,9 +1417,13 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  -9.03294 + -2.00996 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  2.00996 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1248,8 +1437,8 @@ void rate_p_Cl35_to_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Cl35_to_He4_S32_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Cl35 + p --> He4 + S32
 
@@ -1264,9 +1453,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -1.01202 + -3.93495 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  3.93495 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1281,9 +1474,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -57.5294 + -0.532931 * tfactors.T9i + 25.5338 * tfactors.T913
                          + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  0.532931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
                                   + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1298,9 +1495,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  32.12 + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
                          + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
                                   + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1315,9 +1516,13 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  2.29121 + -6.00976 * tfactors.T9i + 5.33756 * tfactors.T913
                          + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  6.00976 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
                                   + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1331,8 +1536,8 @@ void rate_p_Cl35_to_He4_S32_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ar36_to_Ca40_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Ar36 + He4 --> Ca40
 
@@ -1347,9 +1552,13 @@ void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  52.3486 + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
                          + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
                                   + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1363,8 +1572,8 @@ void rate_He4_Ar36_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_K39_to_Ca40_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // K39 + p --> Ca40
 
@@ -1379,9 +1588,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  2761.38 + -5.22234 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
                          + 1136.19 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  5.22234 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
                                   + 1136.19 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1396,9 +1609,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  588.099 + -12.5647 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
                          + 564.926 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  12.5647 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
                                   + 564.926 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1413,9 +1630,13 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  102.252 + -1.66508 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
                          + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 59.2367 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  1.66508 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
                                   + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 59.2367 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1429,8 +1650,8 @@ void rate_p_K39_to_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_K39_to_He4_Ar36_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // K39 + p --> He4 + Ar36
 
@@ -1445,9 +1666,13 @@ void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  20.5166 + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
                          + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
                                   + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1461,8 +1686,8 @@ void rate_p_K39_to_He4_Ar36_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ca40_to_Ti44_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Ca40 + He4 --> Ti44
 
@@ -1477,9 +1702,13 @@ void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  53.75 + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
                          + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
                                   + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1493,8 +1722,8 @@ void rate_He4_Ca40_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Sc43_to_Ti44_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Sc43 + p --> Ti44
 
@@ -1509,9 +1738,13 @@ void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  36.8432 + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
                          + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
                                   + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1525,8 +1758,8 @@ void rate_p_Sc43_to_Ti44_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Sc43_to_He4_Ca40_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Sc43 + p --> He4 + Ca40
 
@@ -1541,9 +1774,13 @@ void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  34.8559 + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
                          + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
                                   + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1557,8 +1794,8 @@ void rate_p_Sc43_to_He4_Ca40_removed(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ti44_to_Cr48_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Ti44 + He4 --> Cr48
 
@@ -1573,9 +1810,13 @@ void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  64.7958 + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
                          + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
                                   + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1589,8 +1830,8 @@ void rate_He4_Ti44_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Ti44_to_p_V47_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Ti44 + He4 --> p + V47
 
@@ -1605,9 +1846,13 @@ void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amr
     ln_set_rate =  -76.5154 + -10.7931 * tfactors.T9i + 70.2835 * tfactors.T913
                          + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  10.7931 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
                                   + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1621,8 +1866,8 @@ void rate_He4_Ti44_to_p_V47_removed(const tf_t& tfactors, amrex::Real& rate, amr
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_V47_to_Cr48_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // V47 + p --> Cr48
 
@@ -1637,9 +1882,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  42.6798 + -6.0593 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
                          + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -7.70886 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  6.0593 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
                                   + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -7.70886 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1654,9 +1903,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  511.463 + -5.29491 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
                          + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 330.727 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  5.29491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
                                   + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 330.727 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1671,9 +1924,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  23.8315 + 0.246665 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
                          + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -8.42325 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  -0.246665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
                                   + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -8.42325 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1688,9 +1945,13 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
     ln_set_rate =  40.5626 + -0.514414 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
                          + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -49.4742 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  0.514414 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
                                   + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -49.4742 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1704,8 +1965,8 @@ void rate_p_V47_to_Cr48_removed(const tf_t& tfactors, amrex::Real& rate, amrex::
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Cr48_to_Fe52_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Cr48 + He4 --> Fe52
 
@@ -1720,9 +1981,13 @@ void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  65.1754 + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
                          + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
                                   + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1736,8 +2001,8 @@ void rate_He4_Cr48_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Cr48_to_p_Mn51_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Cr48 + He4 --> p + Mn51
 
@@ -1752,9 +2017,13 @@ void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  59.2276 + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
                          + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
                                   + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1768,8 +2037,8 @@ void rate_He4_Cr48_to_p_Mn51_removed(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Mn51_to_Fe52_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Mn51 + p --> Fe52
 
@@ -1784,9 +2053,13 @@ void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  36.2596 + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
                          + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
                                   + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1800,8 +2073,8 @@ void rate_p_Mn51_to_Fe52_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Fe52_to_Ni56_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Fe52 + He4 --> Ni56
 
@@ -1816,9 +2089,13 @@ void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amre
     ln_set_rate =  66.6417 + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1832,8 +2109,8 @@ void rate_He4_Fe52_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amre
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_He4_Fe52_to_p_Co55_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Fe52 + He4 --> p + Co55
 
@@ -1848,9 +2125,13 @@ void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, am
     ln_set_rate =  62.2207 + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1864,8 +2145,8 @@ void rate_He4_Fe52_to_p_Co55_removed(const tf_t& tfactors, amrex::Real& rate, am
 }
 
 template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_p_Co55_to_Ni56_reaclib(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
 
     // Co55 + p --> Ni56
 
@@ -1880,9 +2161,13 @@ void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
     ln_set_rate =  37.3736 + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
+    ln_set_rate += log_scor;
+
     if constexpr (do_T_derivatives) {
         dln_set_rate_dT9 =  + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + -0.666667 * tfactors.T9i;
+
+        dln_set_rate_dT9 += dlog_scor_dT * 1.0e9_rt;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -1895,623 +2180,755 @@ void rate_p_Co55_to_Ni56_removed(const tf_t& tfactors, amrex::Real& rate, amrex:
 
 }
 
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // C12 + C12 --> Mg24 (calls the underlying rate)
-
-    rate_C12_C12_to_n_Mg23_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_O16_O16_to_S32_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // O16 + O16 --> S32 (calls the underlying rate)
-
-    rate_O16_O16_to_n_S31_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-}
-
-template <int do_T_derivatives>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    // O16 + C12 --> Si28 (calls the underlying rate)
-
-    rate_C12_O16_to_n_Si27_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-}
-
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_S32_He4_to_Ar36_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ag = rate_eval.screened_rates(k_He4_S32_to_Ar36_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ag + r_ap * r_pg * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed);
-        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_to_S32_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ar36_to_He4_S32_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ar36_to_p_Cl35_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ga + r_gp * r_pa * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed);
-        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ar36_He4_to_Ca40_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ar36_to_Ca40_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ag + r_ap * r_pg * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed);
-        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_to_Ar36_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ca40_to_p_K39_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ga + r_gp * r_pa * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed);
-        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ca40_He4_to_Ti44_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ca40_to_Ti44_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ag + r_ap * r_pg * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed);
-        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_to_Ca40_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ti44_to_p_Sc43_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ga + r_gp * r_pa * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed);
-        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ti44_He4_to_Cr48_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ti44_to_Cr48_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ti44_to_p_V47_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ag + r_ap * r_pg * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
-        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_to_Ti44_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ga = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Cr48_to_p_V47_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ga + r_gp * r_pa * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed);
-        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Cr48_He4_to_Fe52_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ag + r_ap * r_pg * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
-        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_to_Cr48_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ga = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Fe52_to_p_Mn51_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ga + r_gp * r_pa * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed);
-        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Fe52_He4_to_Ni56_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed);
-    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ag + r_ap * r_pg * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_removed);
-        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
-        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
-template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void rate_Ni56_to_Fe52_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
-
-    amrex::Real r_ga = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_removed);
-    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_removed);
-    amrex::Real r_gp = rate_eval.screened_rates(k_Ni56_to_p_Co55_removed);
-    amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_removed);
-    amrex::Real dd = 1.0_rt / (r_pg + r_pa);
-    rate = r_ga + r_gp * r_pa * dd;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_removed);
-        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_removed);
-        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_removed);
-        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed);
-        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa);
-    }
-}
-
 
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
+fill_reaclib_rates([[maybe_unused]] const tf_t& tfactors,
+                   [[maybe_unused]] T& rate_eval)
 {
 
-    amrex::Real rate;
-    amrex::Real drate_dT;
+    [[maybe_unused]] amrex::Real rate;
+    [[maybe_unused]] amrex::Real drate_dT;
 
-    rate_p_C12_to_N13_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_C12_to_N13_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_C12_to_N13_reaclib) = drate_dT;
-
-    }
-    rate_He4_C12_to_O16_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_C12_to_O16_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_C12_to_O16_reaclib) = drate_dT;
-
-    }
-    rate_He4_O16_to_Ne20_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_O16_to_Ne20_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20_reaclib) = drate_dT;
-
-    }
-    rate_He4_Ne20_to_Mg24_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ne20_to_Mg24_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24_reaclib) = drate_dT;
-
-    }
-    rate_p_Na23_to_Mg24_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Na23_to_Mg24_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24_reaclib) = drate_dT;
-
-    }
-    rate_He4_Mg24_to_Si28_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Mg24_to_Si28_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Mg24_to_Si28_reaclib) = drate_dT;
-
-    }
-    rate_p_Al27_to_Si28_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Al27_to_Si28_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28_reaclib) = drate_dT;
-
-    }
-    rate_He4_Si28_to_S32_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Si28_to_S32_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Si28_to_S32_reaclib) = drate_dT;
-
-    }
-    rate_p_P31_to_S32_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_P31_to_S32_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_P31_to_S32_reaclib) = drate_dT;
-
-    }
-    rate_C12_C12_to_p_Na23_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_C12_to_p_Na23_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_C12_to_p_Na23_reaclib) = drate_dT;
-
-    }
-    rate_C12_C12_to_He4_Ne20_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_C12_to_He4_Ne20_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_C12_to_He4_Ne20_reaclib) = drate_dT;
-
-    }
-    rate_He4_N13_to_p_O16_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_N13_to_p_O16_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16_reaclib) = drate_dT;
-
-    }
-    rate_C12_O16_to_p_Al27_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_O16_to_p_Al27_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_O16_to_p_Al27_reaclib) = drate_dT;
-
-    }
-    rate_C12_O16_to_He4_Mg24_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_O16_to_He4_Mg24_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_O16_to_He4_Mg24_reaclib) = drate_dT;
-
-    }
-    rate_O16_O16_to_p_P31_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O16_O16_to_p_P31_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_O16_to_p_P31_reaclib) = drate_dT;
-
-    }
-    rate_O16_O16_to_He4_Si28_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O16_O16_to_He4_Si28_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_O16_to_He4_Si28_reaclib) = drate_dT;
-
-    }
-    rate_p_Na23_to_He4_Ne20_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Na23_to_He4_Ne20_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20_reaclib) = drate_dT;
-
-    }
-    rate_p_Al27_to_He4_Mg24_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Al27_to_He4_Mg24_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24_reaclib) = drate_dT;
-
-    }
-    rate_p_P31_to_He4_Si28_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_P31_to_He4_Si28_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28_reaclib) = drate_dT;
-
-    }
-    rate_He4_He4_He4_to_C12_reaclib<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_He4_He4_to_C12_reaclib) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12_reaclib) = drate_dT;
-
-    }
-    rate_C12_C12_to_n_Mg23_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_C12_to_n_Mg23_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_C12_to_n_Mg23_removed) = drate_dT;
-
-    }
-    rate_O16_O16_to_n_S31_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O16_O16_to_n_S31_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_O16_to_n_S31_removed) = drate_dT;
-
-    }
-    rate_C12_O16_to_n_Si27_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_O16_to_n_Si27_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_O16_to_n_Si27_removed) = drate_dT;
-
-    }
-    rate_He4_S32_to_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_S32_to_Ar36_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_removed) = drate_dT;
-
-    }
-    rate_p_Cl35_to_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Cl35_to_Ar36_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_removed) = drate_dT;
-
-    }
-    rate_p_Cl35_to_He4_S32_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Cl35_to_He4_S32_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_removed) = drate_dT;
-
-    }
-    rate_He4_Ar36_to_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ar36_to_Ca40_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_removed) = drate_dT;
-
-    }
-    rate_p_K39_to_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_K39_to_Ca40_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_removed) = drate_dT;
-
-    }
-    rate_p_K39_to_He4_Ar36_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_K39_to_He4_Ar36_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_removed) = drate_dT;
-
-    }
-    rate_He4_Ca40_to_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ca40_to_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_removed) = drate_dT;
-
-    }
-    rate_p_Sc43_to_Ti44_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Sc43_to_Ti44_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_removed) = drate_dT;
-
-    }
-    rate_p_Sc43_to_He4_Ca40_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_removed) = drate_dT;
-
-    }
-    rate_He4_Ti44_to_Cr48_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ti44_to_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_removed) = drate_dT;
-
-    }
-    rate_He4_Ti44_to_p_V47_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Ti44_to_p_V47_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_removed) = drate_dT;
-
-    }
-    rate_p_V47_to_Cr48_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_V47_to_Cr48_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_removed) = drate_dT;
-
-    }
-    rate_He4_Cr48_to_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Cr48_to_Fe52_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_removed) = drate_dT;
-
-    }
-    rate_He4_Cr48_to_p_Mn51_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_removed) = drate_dT;
-
-    }
-    rate_p_Mn51_to_Fe52_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Mn51_to_Fe52_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_removed) = drate_dT;
-
-    }
-    rate_He4_Fe52_to_Ni56_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Fe52_to_Ni56_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_removed) = drate_dT;
-
-    }
-    rate_He4_Fe52_to_p_Co55_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_removed) = drate_dT;
-
-    }
-    rate_p_Co55_to_Ni56_removed<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_p_Co55_to_Ni56_removed) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_removed) = drate_dT;
-
-    }
-    rate_C12_C12_to_Mg24_modified<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_C12_to_Mg24_modified) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_C12_to_Mg24_modified) = drate_dT;
-
-    }
-    rate_O16_O16_to_S32_modified<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_O16_O16_to_S32_modified) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_O16_O16_to_S32_modified) = drate_dT;
-
-    }
-    rate_C12_O16_to_Si28_modified<do_T_derivatives>(tfactors, rate, drate_dT);
-    rate_eval.screened_rates(k_C12_O16_to_Si28_modified) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_C12_O16_to_Si28_modified) = drate_dT;
-
-    }
-
-}
-
-template <int do_T_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
-void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
-                  [[maybe_unused]] const amrex::Real rho,
-                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
-                  [[maybe_unused]] T& rate_eval)
-{
-
-    [[maybe_unused]] amrex::Real rate{};
-    [[maybe_unused]] amrex::Real drate_dT{};
-
-    rate_S32_He4_to_Ar36_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_S32_He4_to_Ar36_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_S32_He4_to_Ar36_approx) = drate_dT;
-
-    }
-    rate_Ar36_to_S32_He4_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Ar36_to_S32_He4_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_to_S32_He4_approx) = drate_dT;
-
-    }
-    rate_Ar36_He4_to_Ca40_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Ar36_He4_to_Ca40_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ar36_He4_to_Ca40_approx) = drate_dT;
-
-    }
-    rate_Ca40_to_Ar36_He4_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Ca40_to_Ar36_He4_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_to_Ar36_He4_approx) = drate_dT;
-
-    }
-    rate_Ca40_He4_to_Ti44_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Ca40_He4_to_Ti44_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ca40_He4_to_Ti44_approx) = drate_dT;
-
-    }
-    rate_Ti44_to_Ca40_He4_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Ti44_to_Ca40_He4_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_to_Ca40_He4_approx) = drate_dT;
-
-    }
-    rate_Ti44_He4_to_Cr48_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Ti44_He4_to_Cr48_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ti44_He4_to_Cr48_approx) = drate_dT;
-
-    }
-    rate_Cr48_to_Ti44_He4_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Cr48_to_Ti44_He4_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_to_Ti44_He4_approx) = drate_dT;
-
-    }
-    rate_Cr48_He4_to_Fe52_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Cr48_He4_to_Fe52_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Cr48_He4_to_Fe52_approx) = drate_dT;
-
-    }
-    rate_Fe52_to_Cr48_He4_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Fe52_to_Cr48_He4_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_to_Cr48_He4_approx) = drate_dT;
-
-    }
-    rate_Fe52_He4_to_Ni56_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Fe52_He4_to_Ni56_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Fe52_He4_to_Ni56_approx) = drate_dT;
+    {
+        // p_C12_to_N13_reaclib
 
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_C12);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_C12);
+        }
+#endif
+        rate_p_C12_to_N13_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_C12_to_N13_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_C12_to_N13_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_C12_to_O16_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_C12);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_C12);
+        }
+#endif
+        rate_He4_C12_to_O16_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_C12_to_O16_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_C12_to_O16_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_O16_to_Ne20_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_O16);
+        }
+#endif
+        rate_He4_O16_to_Ne20_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_O16_to_Ne20_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_O16_to_Ne20_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ne20_to_Mg24_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ne20);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ne20);
+        }
+#endif
+        rate_He4_Ne20_to_Mg24_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Ne20_to_Mg24_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ne20_to_Mg24_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Na23_to_Mg24_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Na23);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Na23);
+        }
+#endif
+        rate_p_Na23_to_Mg24_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Na23_to_Mg24_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Na23_to_Mg24_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Mg24_to_Si28_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Mg24);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Mg24);
+        }
+#endif
+        rate_He4_Mg24_to_Si28_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Mg24_to_Si28_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Mg24_to_Si28_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Al27_to_Si28_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Al27);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Al27);
+        }
+#endif
+        rate_p_Al27_to_Si28_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Al27_to_Si28_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Al27_to_Si28_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Si28_to_S32_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Si28);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Si28);
+        }
+#endif
+        rate_He4_Si28_to_S32_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Si28_to_S32_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Si28_to_S32_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_P31_to_S32_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_P31);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_P31);
+        }
+#endif
+        rate_p_P31_to_S32_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_P31_to_S32_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_P31_to_S32_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // C12_C12_to_p_Na23_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_C12_C12);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_C12);
+        }
+#endif
+        rate_C12_C12_to_p_Na23_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_C12_C12_to_p_Na23_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_C12_C12_to_p_Na23_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // C12_C12_to_He4_Ne20_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_C12_C12);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_C12);
+        }
+#endif
+        rate_C12_C12_to_He4_Ne20_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_C12_C12_to_He4_Ne20_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_C12_C12_to_He4_Ne20_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_N13_to_p_O16_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_N13);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_N13);
+        }
+#endif
+        rate_He4_N13_to_p_O16_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_N13_to_p_O16_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_N13_to_p_O16_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // C12_O16_to_p_Al27_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_C12_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_O16);
+        }
+#endif
+        rate_C12_O16_to_p_Al27_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_C12_O16_to_p_Al27_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_C12_O16_to_p_Al27_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // C12_O16_to_He4_Mg24_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_C12_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_O16);
+        }
+#endif
+        rate_C12_O16_to_He4_Mg24_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_C12_O16_to_He4_Mg24_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_C12_O16_to_He4_Mg24_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // O16_O16_to_p_P31_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_O16_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_O16_O16);
+        }
+#endif
+        rate_O16_O16_to_p_P31_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_O16_O16_to_p_P31_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_O16_O16_to_p_P31_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // O16_O16_to_He4_Si28_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_O16_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_O16_O16);
+        }
+#endif
+        rate_O16_O16_to_He4_Si28_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_O16_O16_to_He4_Si28_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_O16_O16_to_He4_Si28_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Na23_to_He4_Ne20_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Na23);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Na23);
+        }
+#endif
+        rate_p_Na23_to_He4_Ne20_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Na23_to_He4_Ne20_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Na23_to_He4_Ne20_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Al27_to_He4_Mg24_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Al27);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Al27);
+        }
+#endif
+        rate_p_Al27_to_He4_Mg24_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Al27_to_He4_Mg24_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Al27_to_He4_Mg24_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_P31_to_He4_Si28_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_P31);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_P31);
+        }
+#endif
+        rate_p_P31_to_He4_Si28_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_P31_to_He4_Si28_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_P31_to_He4_Si28_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_He4_He4_to_C12_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_He4) + rate_eval.log_screen(k_He4_Be8);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_He4) + rate_eval.dlog_screen_dT(k_He4_Be8);
+        }
+#endif
+        rate_He4_He4_He4_to_C12_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_He4_He4_to_C12_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_He4_He4_to_C12_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // C12_C12_to_n_Mg23_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_C12_C12);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_C12);
+        }
+#endif
+        rate_C12_C12_to_n_Mg23_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_C12_C12_to_n_Mg23_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_C12_C12_to_n_Mg23_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // O16_O16_to_n_S31_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_O16_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_O16_O16);
+        }
+#endif
+        rate_O16_O16_to_n_S31_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_O16_O16_to_n_S31_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_O16_O16_to_n_S31_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // C12_O16_to_n_Si27_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_C12_O16);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_O16);
+        }
+#endif
+        rate_C12_O16_to_n_Si27_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_C12_O16_to_n_Si27_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_C12_O16_to_n_Si27_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_S32_to_Ar36_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_S32);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_S32);
+        }
+#endif
+        rate_He4_S32_to_Ar36_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_S32_to_Ar36_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Cl35_to_Ar36_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Cl35);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Cl35);
+        }
+#endif
+        rate_p_Cl35_to_Ar36_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Cl35_to_Ar36_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Cl35_to_He4_S32_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Cl35);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Cl35);
+        }
+#endif
+        rate_p_Cl35_to_He4_S32_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Cl35_to_He4_S32_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ar36_to_Ca40_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ar36);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ar36);
+        }
+#endif
+        rate_He4_Ar36_to_Ca40_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Ar36_to_Ca40_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_K39_to_Ca40_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_K39);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_K39);
+        }
+#endif
+        rate_p_K39_to_Ca40_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_K39_to_Ca40_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_K39_to_He4_Ar36_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_K39);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_K39);
+        }
+#endif
+        rate_p_K39_to_He4_Ar36_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_K39_to_He4_Ar36_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ca40_to_Ti44_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ca40);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ca40);
+        }
+#endif
+        rate_He4_Ca40_to_Ti44_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Ca40_to_Ti44_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Sc43_to_Ti44_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Sc43);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Sc43);
+        }
+#endif
+        rate_p_Sc43_to_Ti44_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Sc43_to_Ti44_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Sc43_to_He4_Ca40_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Sc43);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Sc43);
+        }
+#endif
+        rate_p_Sc43_to_He4_Ca40_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ti44_to_Cr48_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ti44);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ti44);
+        }
+#endif
+        rate_He4_Ti44_to_Cr48_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Ti44_to_Cr48_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Ti44_to_p_V47_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Ti44);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Ti44);
+        }
+#endif
+        rate_He4_Ti44_to_p_V47_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Ti44_to_p_V47_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_V47_to_Cr48_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_V47);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_V47);
+        }
+#endif
+        rate_p_V47_to_Cr48_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_V47_to_Cr48_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Cr48_to_Fe52_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Cr48);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Cr48);
+        }
+#endif
+        rate_He4_Cr48_to_Fe52_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Cr48_to_Fe52_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Cr48_to_p_Mn51_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Cr48);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Cr48);
+        }
+#endif
+        rate_He4_Cr48_to_p_Mn51_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Mn51_to_Fe52_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Mn51);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Mn51);
+        }
+#endif
+        rate_p_Mn51_to_Fe52_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Mn51_to_Fe52_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Fe52_to_Ni56_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Fe52);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Fe52);
+        }
+#endif
+        rate_He4_Fe52_to_Ni56_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Fe52_to_Ni56_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // He4_Fe52_to_p_Co55_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_He4_Fe52);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_He4_Fe52);
+        }
+#endif
+        rate_He4_Fe52_to_p_Co55_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_reaclib) = drate_dT;
+        }
+    }
+
+    {
+        // p_Co55_to_Ni56_reaclib
+
+        amrex::Real log_scor {0.0_rt};
+        amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+        log_scor = rate_eval.log_screen(k_p_Co55);
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            dlog_scor_dT = rate_eval.dlog_screen_dT(k_p_Co55);
+        }
+#endif
+        rate_p_Co55_to_Ni56_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+        rate_eval.screened_rates(k_p_Co55_to_Ni56_reaclib) = rate;
+        if constexpr (std::is_same_v<T, rate_derivs_t>) {
+            rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_reaclib) = drate_dT;
+        }
     }
-    rate_Ni56_to_Fe52_He4_approx<T>(rate_eval, rate, drate_dT);
-    rate_eval.screened_rates(k_Ni56_to_Fe52_He4_approx) = rate;
-    if constexpr (std::is_same_v<T, rate_derivs_t>) {
-        rate_eval.dscreened_rates_dT(k_Ni56_to_Fe52_He4_approx) = drate_dT;
 
-    }
 
 }
 
diff --git a/networks/he-burn/ase/table_rates.H b/networks/he-burn/ase/table_rates.H
index 6d3fff3c9..27520b6fb 100644
--- a/networks/he-burn/ase/table_rates.H
+++ b/networks/he-burn/ase/table_rates.H
@@ -57,7 +57,7 @@ namespace rate_tables
 }
 
 
-AMREX_INLINE AMREX_GPU_HOST_DEVICE
+AMREX_INLINE AMREX_GPU_DEVICE
 amrex::Real
 evaluate_linear_1d(const amrex::Real fhi, const amrex::Real flo, const amrex::Real xhi, const amrex::Real xlo, const amrex::Real x)
 {
@@ -70,7 +70,7 @@ evaluate_linear_1d(const amrex::Real fhi, const amrex::Real flo, const amrex::Re
     return f;
 }
 
-AMREX_INLINE AMREX_GPU_HOST_DEVICE
+AMREX_INLINE AMREX_GPU_DEVICE
 amrex::Real
 evaluate_linear_2d(const amrex::Real fip1jp1, const amrex::Real fip1j, const amrex::Real fijp1, const amrex::Real fij,
           const amrex::Real xhi, const amrex::Real xlo, const amrex::Real yhi, const amrex::Real ylo,
@@ -102,7 +102,7 @@ evaluate_linear_2d(const amrex::Real fip1jp1, const amrex::Real fip1j, const amr
 
 
 template<typename R, typename T, typename D>
-AMREX_INLINE AMREX_GPU_HOST_DEVICE
+AMREX_INLINE AMREX_GPU_DEVICE
 amrex::Real
 evaluate_vars(const int irhoy_lo, const int jtemp_lo,
               const R& log_rhoy_table, const T& log_temp_table, const D& data,
@@ -132,7 +132,7 @@ evaluate_vars(const int irhoy_lo, const int jtemp_lo,
 
 
 template<typename R, typename T, typename D>
-AMREX_INLINE AMREX_GPU_HOST_DEVICE
+AMREX_INLINE AMREX_GPU_DEVICE
 amrex::Real
 evaluate_dr_dtemp(const int irhoy_lo, const int jtemp_lo,
                   const table_t& table_meta, const R& log_rhoy_table, const T& log_temp_table, const D& data,
@@ -275,7 +275,7 @@ evaluate_dr_dtemp(const int irhoy_lo, const int jtemp_lo,
 
 
 template <typename R, typename T, typename D>
-AMREX_INLINE AMREX_GPU_HOST_DEVICE
+AMREX_INLINE AMREX_GPU_DEVICE
 void
 get_entries(const int irhoy_lo, const int jtemp_lo,
             const table_t& table_meta, const R& log_rhoy_table, const T& log_temp_table, const D& data,
@@ -303,7 +303,7 @@ get_entries(const int irhoy_lo, const int jtemp_lo,
 }
 
 template <typename R, typename T, typename D>
-AMREX_INLINE AMREX_GPU_HOST_DEVICE
+AMREX_INLINE AMREX_GPU_DEVICE
 void
 tabular_evaluate(const table_t& table_meta,
                  const R& log_rhoy_table, const T& log_temp_table, const D& data,
diff --git a/networks/he-burn/ase/temperature_table_rates.H b/networks/he-burn/ase/temperature_table_rates.H
index 4fdd0d89c..849033267 100644
--- a/networks/he-burn/ase/temperature_table_rates.H
+++ b/networks/he-burn/ase/temperature_table_rates.H
@@ -5,7 +5,7 @@
 
 #include <tfactors.H>
 #include <actual_network.H>
-
+#include <interp_tools.H>
 
 using namespace amrex::literals;
 
@@ -28,6 +28,7 @@ namespace temp_tabular {
         [[maybe_unused]] amrex::Real drate_dT;
 
 
+
     }
 
 

From fb17c96e187d94f0bb01e64821f8e6ba331ff214 Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Sun, 31 May 2026 09:52:00 -0400
Subject: [PATCH 3/8] update

---
 networks/he-burn/ase/actual_network_data.cpp |   6 -
 networks/he-burn/ase/approximate_rates.H     | 355 +++++++++++++++++++
 networks/he-burn/ase/modified_rates.H        | 112 ++++++
 networks/he-burn/ase/rate_type.H             |  25 ++
 4 files changed, 492 insertions(+), 6 deletions(-)
 delete mode 100644 networks/he-burn/ase/actual_network_data.cpp
 create mode 100644 networks/he-burn/ase/approximate_rates.H
 create mode 100644 networks/he-burn/ase/modified_rates.H
 create mode 100644 networks/he-burn/ase/rate_type.H

diff --git a/networks/he-burn/ase/actual_network_data.cpp b/networks/he-burn/ase/actual_network_data.cpp
deleted file mode 100644
index 143fe945b..000000000
--- a/networks/he-burn/ase/actual_network_data.cpp
+++ /dev/null
@@ -1,6 +0,0 @@
-#include <actual_network.H>
-
-void actual_network_init()
-{
-
-}
diff --git a/networks/he-burn/ase/approximate_rates.H b/networks/he-burn/ase/approximate_rates.H
new file mode 100644
index 000000000..cb7a05d24
--- /dev/null
+++ b/networks/he-burn/ase/approximate_rates.H
@@ -0,0 +1,355 @@
+#ifndef APPROXIMATE_RATES_H
+#define APPROXIMATE_RATES_H
+
+#include <AMReX.H>
+#include <AMReX_Print.H>
+
+#include <tfactors.H>
+#include <actual_network.H>
+#include <rate_type.H>
+
+using namespace Rates;
+using namespace Species;
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_S32_He4_to_Ar36_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_reaclib);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ag = rate_eval.screened_rates(k_He4_S32_to_Ar36_reaclib);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_S32_to_p_Cl35_derived);
+    rate = r_ag + r_ap * r_pg * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_S32_to_Ar36_reaclib);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_S32_to_p_Cl35_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_reaclib);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ar36_to_S32_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Cl35_to_Ar36_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Cl35_to_He4_S32_reaclib);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ar36_to_He4_S32_derived);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ar36_to_p_Cl35_derived);
+    rate = r_ga + r_gp * r_pa * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ar36_to_He4_S32_derived);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Cl35_to_He4_S32_reaclib);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ar36_to_p_Cl35_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Cl35_to_Ar36_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ar36_He4_to_Ca40_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_reaclib);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ar36_to_Ca40_reaclib);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ar36_to_p_K39_derived);
+    rate = r_ag + r_ap * r_pg * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_Ca40_reaclib);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ar36_to_p_K39_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_reaclib);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ca40_to_Ar36_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_K39_to_Ca40_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_K39_to_He4_Ar36_reaclib);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ca40_to_He4_Ar36_derived);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ca40_to_p_K39_derived);
+    rate = r_ga + r_gp * r_pa * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ca40_to_He4_Ar36_derived);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_K39_to_He4_Ar36_reaclib);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ca40_to_p_K39_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_K39_to_Ca40_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ca40_He4_to_Ti44_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_reaclib);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ca40_to_Ti44_reaclib);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ca40_to_p_Sc43_derived);
+    rate = r_ag + r_ap * r_pg * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_Ti44_reaclib);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ca40_to_p_Sc43_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_reaclib);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ti44_to_Ca40_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Sc43_to_Ti44_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Sc43_to_He4_Ca40_reaclib);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ti44_to_He4_Ca40_derived);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ti44_to_p_Sc43_derived);
+    rate = r_ga + r_gp * r_pa * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ti44_to_He4_Ca40_derived);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Sc43_to_He4_Ca40_reaclib);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ti44_to_p_Sc43_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Sc43_to_Ti44_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ti44_He4_to_Cr48_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Ti44_to_Cr48_reaclib);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Ti44_to_p_V47_reaclib);
+    rate = r_ag + r_ap * r_pg * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_Cr48_reaclib);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Ti44_to_p_V47_reaclib);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_reaclib);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Cr48_to_Ti44_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_V47_to_Cr48_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_V47_to_He4_Ti44_derived);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Cr48_to_He4_Ti44_derived);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Cr48_to_p_V47_derived);
+    rate = r_ga + r_gp * r_pa * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Cr48_to_He4_Ti44_derived);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_V47_to_He4_Ti44_derived);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Cr48_to_p_V47_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_V47_to_Cr48_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Cr48_He4_to_Fe52_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Cr48_to_Fe52_reaclib);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Cr48_to_p_Mn51_reaclib);
+    rate = r_ag + r_ap * r_pg * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_Fe52_reaclib);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Cr48_to_p_Mn51_reaclib);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_reaclib);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Fe52_to_Cr48_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Mn51_to_Fe52_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Mn51_to_He4_Cr48_derived);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Fe52_to_He4_Cr48_derived);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Fe52_to_p_Mn51_derived);
+    rate = r_ga + r_gp * r_pa * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Fe52_to_He4_Cr48_derived);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Mn51_to_He4_Cr48_derived);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Fe52_to_p_Mn51_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Mn51_to_Fe52_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Fe52_He4_to_Ni56_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ag = rate_eval.screened_rates(k_He4_Fe52_to_Ni56_reaclib);
+    amrex::Real r_ap = rate_eval.screened_rates(k_He4_Fe52_to_p_Co55_reaclib);
+    rate = r_ag + r_ap * r_pg * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ag = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_Ni56_reaclib);
+        amrex::Real drdT_ap = rate_eval.dscreened_rates_dT(k_He4_Fe52_to_p_Co55_reaclib);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_reaclib);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ag + drdT_ap * r_pg * dd + r_ap * drdT_pg * dd - r_ap * r_pg * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+template <typename T>
+AMREX_GPU_DEVICE AMREX_INLINE
+void rate_Ni56_to_Fe52_He4_approx(const T& rate_eval, amrex::Real& rate, amrex::Real& drate_dT) {
+
+    amrex::Real r_pg = rate_eval.screened_rates(k_p_Co55_to_Ni56_reaclib);
+    amrex::Real r_pa = rate_eval.screened_rates(k_p_Co55_to_He4_Fe52_derived);
+    amrex::Real r_pY = 0.0_rt;
+    amrex::Real dd = 1.0_rt / (r_pg + r_pa + r_pY);
+    amrex::Real r_ga = rate_eval.screened_rates(k_Ni56_to_He4_Fe52_derived);
+    amrex::Real r_gp = rate_eval.screened_rates(k_Ni56_to_p_Co55_derived);
+    rate = r_ga + r_gp * r_pa * dd;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        amrex::Real drdT_ga = rate_eval.dscreened_rates_dT(k_Ni56_to_He4_Fe52_derived);
+        amrex::Real drdT_pa = rate_eval.dscreened_rates_dT(k_p_Co55_to_He4_Fe52_derived);
+        amrex::Real drdT_gp = rate_eval.dscreened_rates_dT(k_Ni56_to_p_Co55_derived);
+        amrex::Real drdT_pg = rate_eval.dscreened_rates_dT(k_p_Co55_to_Ni56_reaclib);
+        amrex::Real drdT_pY = 0.0_rt;
+        drate_dT = drdT_ga + drdT_gp * r_pa * dd + r_gp * drdT_pa * dd - r_gp * r_pa * dd * dd * (drdT_pg + drdT_pa + drdT_pY);
+    }
+}
+
+
+
+template <int do_T_derivatives, typename T>
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
+void
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
+{
+
+    [[maybe_unused]] amrex::Real rate{};
+    [[maybe_unused]] amrex::Real drate_dT{};
+
+    rate_S32_He4_to_Ar36_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_S32_He4_to_Ar36_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_S32_He4_to_Ar36_approx) = drate_dT;
+    }
+
+    rate_Ar36_to_S32_He4_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Ar36_to_S32_He4_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ar36_to_S32_He4_approx) = drate_dT;
+    }
+
+    rate_Ar36_He4_to_Ca40_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Ar36_He4_to_Ca40_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ar36_He4_to_Ca40_approx) = drate_dT;
+    }
+
+    rate_Ca40_to_Ar36_He4_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Ca40_to_Ar36_He4_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ca40_to_Ar36_He4_approx) = drate_dT;
+    }
+
+    rate_Ca40_He4_to_Ti44_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Ca40_He4_to_Ti44_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ca40_He4_to_Ti44_approx) = drate_dT;
+    }
+
+    rate_Ti44_to_Ca40_He4_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Ti44_to_Ca40_He4_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ti44_to_Ca40_He4_approx) = drate_dT;
+    }
+
+    rate_Ti44_He4_to_Cr48_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Ti44_He4_to_Cr48_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ti44_He4_to_Cr48_approx) = drate_dT;
+    }
+
+    rate_Cr48_to_Ti44_He4_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Cr48_to_Ti44_He4_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Cr48_to_Ti44_He4_approx) = drate_dT;
+    }
+
+    rate_Cr48_He4_to_Fe52_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Cr48_He4_to_Fe52_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Cr48_He4_to_Fe52_approx) = drate_dT;
+    }
+
+    rate_Fe52_to_Cr48_He4_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Fe52_to_Cr48_He4_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Fe52_to_Cr48_He4_approx) = drate_dT;
+    }
+
+    rate_Fe52_He4_to_Ni56_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Fe52_He4_to_Ni56_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Fe52_He4_to_Ni56_approx) = drate_dT;
+    }
+
+    rate_Ni56_to_Fe52_He4_approx<T>(rate_eval, rate, drate_dT);
+    rate_eval.screened_rates(k_Ni56_to_Fe52_He4_approx) = rate;
+    if constexpr (std::is_same_v<T, rate_derivs_t>) {
+        rate_eval.dscreened_rates_dT(k_Ni56_to_Fe52_He4_approx) = drate_dT;
+    }
+
+
+}
+
+#endif
diff --git a/networks/he-burn/ase/modified_rates.H b/networks/he-burn/ase/modified_rates.H
new file mode 100644
index 000000000..e63de5077
--- /dev/null
+++ b/networks/he-burn/ase/modified_rates.H
@@ -0,0 +1,112 @@
+#ifndef MODIFIED_RATES_H
+#define MODIFIED_RATES_H
+
+#include <AMReX.H>
+#include <AMReX_Print.H>
+
+#include <tfactors.H>
+#include <actual_network.H>
+#include <rate_type.H>
+#include <temperature_table_rates.H>
+#include <reaclib_rates.H>
+
+namespace modified_rates {
+
+    using namespace temp_tabular;
+
+    template <int do_T_derivatives>
+    AMREX_GPU_DEVICE AMREX_INLINE
+    void rate_C12_C12_to_Mg24_modified(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
+
+        // C12 + C12 --> Mg24 (calls the underlying rate)
+
+        rate_C12_C12_to_n_Mg23_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+    }
+
+    template <int do_T_derivatives>
+    AMREX_GPU_DEVICE AMREX_INLINE
+    void rate_O16_O16_to_S32_modified(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
+
+        // O16 + O16 --> S32 (calls the underlying rate)
+
+        rate_O16_O16_to_n_S31_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+    }
+
+    template <int do_T_derivatives>
+    AMREX_GPU_DEVICE AMREX_INLINE
+    void rate_C12_O16_to_Si28_modified(const tf_t& tfactors, const amrex::Real log_scor, const amrex::Real dlog_scor_dT, amrex::Real& rate, amrex::Real& drate_dT) {
+
+        // O16 + C12 --> Si28 (calls the underlying rate)
+
+        rate_C12_O16_to_n_Si27_reaclib<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+    }
+
+
+    template <int do_T_derivatives, typename T>
+    AMREX_GPU_HOST_DEVICE AMREX_INLINE
+    void
+    fill_rates([[maybe_unused]] const tf_t& tfactors,
+               [[maybe_unused]] T& rate_eval)
+    {
+
+        [[maybe_unused]] amrex::Real rate;
+        [[maybe_unused]] amrex::Real drate_dT;
+
+        {
+            // C12_C12_to_Mg24_modified
+
+            amrex::Real log_scor {0.0_rt};
+            amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+            log_scor = rate_eval.log_screen(k_C12_C12);
+            if constexpr (std::is_same_v<T, rate_derivs_t>) {
+                dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_C12);
+            }
+#endif
+            rate_C12_C12_to_Mg24_modified<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+            rate_eval.screened_rates(k_C12_C12_to_Mg24_modified) = rate;
+            if constexpr (std::is_same_v<T, rate_derivs_t>) {
+                rate_eval.dscreened_rates_dT(k_C12_C12_to_Mg24_modified) = drate_dT;
+            }
+        }
+
+        {
+            // O16_O16_to_S32_modified
+
+            amrex::Real log_scor {0.0_rt};
+            amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+            log_scor = rate_eval.log_screen(k_O16_O16);
+            if constexpr (std::is_same_v<T, rate_derivs_t>) {
+                dlog_scor_dT = rate_eval.dlog_screen_dT(k_O16_O16);
+            }
+#endif
+            rate_O16_O16_to_S32_modified<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+            rate_eval.screened_rates(k_O16_O16_to_S32_modified) = rate;
+            if constexpr (std::is_same_v<T, rate_derivs_t>) {
+                rate_eval.dscreened_rates_dT(k_O16_O16_to_S32_modified) = drate_dT;
+            }
+        }
+
+        {
+            // C12_O16_to_Si28_modified
+
+            amrex::Real log_scor {0.0_rt};
+            amrex::Real dlog_scor_dT {0.0_rt};
+#ifdef SCREENING
+            log_scor = rate_eval.log_screen(k_C12_O16);
+            if constexpr (std::is_same_v<T, rate_derivs_t>) {
+                dlog_scor_dT = rate_eval.dlog_screen_dT(k_C12_O16);
+            }
+#endif
+            rate_C12_O16_to_Si28_modified<do_T_derivatives>(tfactors, log_scor, dlog_scor_dT, rate, drate_dT);
+            rate_eval.screened_rates(k_C12_O16_to_Si28_modified) = rate;
+            if constexpr (std::is_same_v<T, rate_derivs_t>) {
+                rate_eval.dscreened_rates_dT(k_C12_O16_to_Si28_modified) = drate_dT;
+            }
+        }
+
+
+    }
+}
+#endif
diff --git a/networks/he-burn/ase/rate_type.H b/networks/he-burn/ase/rate_type.H
new file mode 100644
index 000000000..4819ade44
--- /dev/null
+++ b/networks/he-burn/ase/rate_type.H
@@ -0,0 +1,25 @@
+#ifndef NET_RATE_TYPE_H
+#define NET_RATE_TYPE_H
+
+#include <actual_network.H>
+
+struct rate_t {
+    amrex::Array1D<amrex::Real, 1, Rates::NumRates>  screened_rates;
+#ifdef SCREENING
+    amrex::Array1D<amrex::Real, 1, Rates::NumScreenPairs>  log_screen;
+#endif
+    amrex::Real enuc_weak;
+};
+
+struct rate_derivs_t {
+    amrex::Array1D<amrex::Real, 1, Rates::NumRates>  screened_rates;
+    amrex::Array1D<amrex::Real, 1, Rates::NumRates>  dscreened_rates_dT;
+#ifdef SCREENING
+    amrex::Array1D<amrex::Real, 1, Rates::NumScreenPairs>  log_screen;
+    amrex::Array1D<amrex::Real, 1, Rates::NumScreenPairs>  dlog_screen_dT;
+#endif
+    amrex::Real enuc_weak;
+};
+
+
+#endif
\ No newline at end of file

From b45d674edc67f230d66a4fcc411b071aa06aaf87 Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Mon, 1 Jun 2026 07:50:43 -0400
Subject: [PATCH 4/8] switch to test_react

---
 .github/workflows/cuda.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/cuda.yml b/.github/workflows/cuda.yml
index 2900e1d34..c7ab21beb 100644
--- a/.github/workflows/cuda.yml
+++ b/.github/workflows/cuda.yml
@@ -41,8 +41,8 @@ jobs:
           make realclean
           make NETWORK_DIR=ignition_reaclib/URCA-simple USE_CUDA=TRUE COMP=gnu USE_MPI=FALSE -j 4
 
-      - name: compile nse_net_cell (ase)
+      - name: compile test_sdc (ase)
         run: |
           export PATH=/usr/local/nvidia/bin:/usr/local/cuda/bin:${PATH}
-          cd unit_test/nse_net_cell
+          cd unit_test/test_sdc
           make USE_CUDA=TRUE COMP=gnu USE_MPI=FALSE -j 4

From 25ee97cf7dbc26f20ec1b881ba063ebef05e222f Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Mon, 1 Jun 2026 07:51:45 -0400
Subject: [PATCH 5/8] restore

---
 nse_solver/nse_eqns.H | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/nse_solver/nse_eqns.H b/nse_solver/nse_eqns.H
index 90ac76fea..3395cbd0b 100644
--- a/nse_solver/nse_eqns.H
+++ b/nse_solver/nse_eqns.H
@@ -28,7 +28,7 @@ struct nse_solver_data
 
 
 template <typename T>
-AMREX_GPU_DEVICE AMREX_INLINE
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
 T get_T_independent_nse_state(const T& state) {
     // Computes (2J + 1) m^{5/2} (kB 1e9 / 2 π ħ^2)^{3/2} / ρ
     // a portion of the nse_state that is not dependent on Temperature.
@@ -114,7 +114,7 @@ void compute_coulomb_contribution(amrex::Array1D<amrex::Real, 1, NumSpec>& u_c,
 
 
 template <int do_T9_derivatives, typename T>
-AMREX_GPU_DEVICE AMREX_INLINE
+AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void get_T_dependent_nse_state(nse_solver_data<T>& state_data) {
     // It does two things:
     // 1. Applies T9^{3/2} to the input state,

From 18a090a3eae1c0826ffbada5513b60e31a021c79 Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Mon, 1 Jun 2026 09:51:26 -0400
Subject: [PATCH 6/8] update

---
 unit_test/test_sdc/main.cpp      | 4 ++--
 unit_test/test_sdc/react_zones.H | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/unit_test/test_sdc/main.cpp b/unit_test/test_sdc/main.cpp
index cbcdcaada..c2d30c5d3 100644
--- a/unit_test/test_sdc/main.cpp
+++ b/unit_test/test_sdc/main.cpp
@@ -145,7 +145,7 @@ void main_main ()
         auto state_arr = state.array(mfi);
 
         amrex::ParallelFor(bx,
-        [=] AMREX_GPU_HOST_DEVICE (int i, int j, int k)
+        [=] AMREX_GPU_DEVICE (int i, int j, int k)
         {
 
             state_arr(i, j, k, vars.itemp) =
@@ -199,7 +199,7 @@ void main_main ()
         auto n_rhs = integrator_n_rhs.array(mfi);
 
         amrex::ParallelFor(bx,
-        [=] AMREX_GPU_HOST_DEVICE (int i, int j, int k)
+        [=] AMREX_GPU_DEVICE (int i, int j, int k)
         {
             bool success = do_react(vars, i, j, k, s, n_rhs);
 
diff --git a/unit_test/test_sdc/react_zones.H b/unit_test/test_sdc/react_zones.H
index 49041b34b..de78ccc99 100644
--- a/unit_test/test_sdc/react_zones.H
+++ b/unit_test/test_sdc/react_zones.H
@@ -9,7 +9,7 @@
 #include <burner.H>
 #include <extern_parameters.H>
 
-AMREX_GPU_HOST_DEVICE AMREX_FORCE_INLINE
+AMREX_GPU_DEVICE AMREX_FORCE_INLINE
 bool do_react (const plot_t& p, const int i, const int j, const int k,
                Array4<amrex::Real> const& state, Array4<int> const& n_rhs)
 {

From 402cde1d0aee8b4716d8a41718275fbc6dd3cf92 Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Mon, 1 Jun 2026 09:53:27 -0400
Subject: [PATCH 7/8] more work

---
 .github/workflows/cuda.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/cuda.yml b/.github/workflows/cuda.yml
index c7ab21beb..2277f117c 100644
--- a/.github/workflows/cuda.yml
+++ b/.github/workflows/cuda.yml
@@ -45,4 +45,4 @@ jobs:
         run: |
           export PATH=/usr/local/nvidia/bin:/usr/local/cuda/bin:${PATH}
           cd unit_test/test_sdc
-          make USE_CUDA=TRUE COMP=gnu USE_MPI=FALSE -j 4
+          make USE_CUDA=TRUE COMP=gnu USE_MPI=FALSE NETWORK_DIR=ase USE_NSE_NET=TRUE SCREEN_METHOD=chabrier1998 -j 4

From a29e22fa637fe11d65a24b474061a8f3e5c2ebfb Mon Sep 17 00:00:00 2001
From: Michael Zingale <michael.zingale@stonybrook.edu>
Date: Mon, 1 Jun 2026 10:57:34 -0400
Subject: [PATCH 8/8] update

---
 nse_solver/nse_eqns.H | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/nse_solver/nse_eqns.H b/nse_solver/nse_eqns.H
index 3395cbd0b..90ac76fea 100644
--- a/nse_solver/nse_eqns.H
+++ b/nse_solver/nse_eqns.H
@@ -28,7 +28,7 @@ struct nse_solver_data
 
 
 template <typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 T get_T_independent_nse_state(const T& state) {
     // Computes (2J + 1) m^{5/2} (kB 1e9 / 2 π ħ^2)^{3/2} / ρ
     // a portion of the nse_state that is not dependent on Temperature.
@@ -114,7 +114,7 @@ void compute_coulomb_contribution(amrex::Array1D<amrex::Real, 1, NumSpec>& u_c,
 
 
 template <int do_T9_derivatives, typename T>
-AMREX_GPU_HOST_DEVICE AMREX_INLINE
+AMREX_GPU_DEVICE AMREX_INLINE
 void get_T_dependent_nse_state(nse_solver_data<T>& state_data) {
     // It does two things:
     // 1. Applies T9^{3/2} to the input state,