feat(maha): v2 keyword pass — longitudinal · interprofessional · patient-centered

Apply research v2 brief §6 copy diffs across all 4 maha pages. Goal:
each high-signal phrase ADCOMs scan for in 2025-2026 appears in
context, not as keyword-stuffing.

Phrases added in natural placements:
- "longitudinal patient relationships" / "longitudinal panel" / "longitudinal follow-up"
- "interprofessional team" / "interprofessional team setting"
- "patient-centered reference" / "patient-centered, longitudinal, interprofessional"

Lead MA experience row: now surfaces "trained ~10 new MAs into the
practice's biologic-therapy workflow" — high-signal teaching evidence
per AAMC Commitment-to-Learning + Teamwork competencies.

Pediatric Scribe (2019-21): now uses "longitudinal follow-up across
well-child visits, school physicals, and chronic-condition management
... interprofessional team setting."

About essay: adds longitudinal + interprofessional in natural sentences;
closes with "patient-centered, longitudinal, interprofessional, and
small enough that you remember the names."

Mahaclinic case study: prepended a patient-centered framing line.
Featured panel eyebrow: "A PATIENT-SAFETY REFERENCE" →
"A PATIENT-CENTERED REFERENCE" (broader read).

Competencies page: Teamwork & Collaboration row now surfaces the
MA-training angle explicitly.

Saved companion research brief at
research/2026-05-19-med-school-admissions-v2-high-signal.md (≤2k words,
all claims cited, anti-pattern list, AAMC 2026 exact-phrasing table).

Fixed test_no_inter_font over-greedy match (was catching "Interprofessional"
substring).

63/63 tests pass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

Author: Sohailm25

content/extra/maha/about/index.html

@@ -38,9 +38,9 @@ <h1 class="article-title">A short bio.</h1>
     <article class="article-prose">
       <p class="has-dropcap">The first patient I remember by name was a six-year-old in the pediatric ER on a Saturday night, here for the second time that week with the same fever that kept resolving and recurring. I was a scribe. The attending walked me through the history while she examined him. I learned more clinical reasoning in that one shift than I had in the previous semester of organic chemistry — and I knew then that medicine was going to be the work.</p>
 
-      <p>I'm a Lead Medical Assistant at Innovative &amp; Platinum Dermatology in the Dallas–Fort Worth area. I run the team supporting chronic-disease patients on biologic therapy — psoriasis, atopic dermatitis, hidradenitis suppurativa, urticaria — through the long arcs of dose adjustments, prior authorizations, infection surveillance, and the inevitable insurance fights that come with $80,000-a-year medications.</p>
+      <p>I'm a Lead Medical Assistant at Innovative &amp; Platinum Dermatology in the Dallas–Fort Worth area, where I help run the team supporting chronic-disease patients on biologic therapy — psoriasis, atopic dermatitis, hidradenitis suppurativa, urticaria — through the long arcs of dose adjustments, prior authorizations, infection surveillance, and the inevitable insurance fights that come with $80,000-a-year medications. The job is what the AAMC calls longitudinal patient relationships, and what we call, more honestly, three years with the same patients learning the same disease together. I've also trained roughly ten new medical assistants into the practice's biologic workflow.</p>
 
-      <p>Before this, I spent two years as a pediatric scribe in Children's Medical Center, Plano, and another two years in Children's Medical Center, Dallas's emergency department, working twelve-hour shifts that taught me throughput, triage, and the very particular skill of holding a still face while a parent is breaking down in front of you.</p>
+      <p>Before this, I spent two years as a pediatric scribe at Children's Medical Center, Plano, and another two years in Children's Medical Center, Dallas's emergency department, working twelve-hour shifts under Dr. Khoshnood Ahmad, Chief of Pediatric Emergency Medicine. The ER taught me throughput, triage, interprofessional teams (attendings, nurses, respiratory therapists, child-life specialists, and security on the worst nights), and the very particular skill of holding a still face while a parent is breaking down in front of you.</p>
 
       <p>Between those two halves of my training, I finished a B.S. in Neuroscience at the University of Texas at Dallas in 2019. On campus I was President of Islamic Relief UTD and VP of Membership for Gamma Sigma Sigma. I was the kind of student who treated extracurriculars as a second curriculum.</p>
 
@@ -50,7 +50,7 @@ <h1 class="article-title">A short bio.</h1>
 
       <p>I built mahaclinic because the print binder for biologic dosing was the slowest thing in our exam rooms. The tool started as a personal cheat sheet and grew, over a few weekends, into something the rest of the practice uses. It's used at three locations now. It does one job — search a drug, find the dose, find the contraindications — and it is religiously focused on doing only that job. It does not store PHI. It does not diagnose. It does not recommend anything beyond what the FDA label already says. That restraint is the point.</p>
 
-      <p>I'm now preparing for the MCAT and applying to medical school in the 2027–28 cycle. I'm Texas-focused but open to programs whose missions align with chronic-care, primary-care, and community health. I want to be the physician who keeps building the small tools the workflow actually needs.</p>
+      <p>I'm now preparing for the MCAT and applying to medical school in the 2027–28 cycle. Texas-focused, open to programs whose missions align with chronic-care, primary-care, and community health. The plan is to keep doing this kind of work — patient-centered, longitudinal, interprofessional, and small enough that you remember the names — but as the one signing the order.</p>
 
       <p>If you're an interviewer or a recommender and you've landed here from one of my essays, the <a href="/maha/competencies/">competencies mapping</a> and the <a href="/maha/mahaclinic/">mahaclinic case study</a> may be useful starting points. The site is a working surface, not a finished one — it grows as I do.</p>
     </article>

content/extra/maha/competencies/index.html

@@ -58,7 +58,7 @@ <h1 class="article-title">How my five years map to the AAMC framework.</h1>
 
       <li class="ct-row">
         <span class="ct-name">Teamwork &amp; Collaboration</span>
-        <span class="ct-bullet">Lead MA = literal team leadership; pediatric ER scribe = MD/RN team dynamics under acuity pressure. Mahaclinic deployment required coordinating with three practice sites' MAs to roll out without disrupting workflow.</span>
+        <span class="ct-bullet">Lead MA = literal team leadership, including training ~10 new medical assistants into the practice's biologic-therapy workflow. Pediatric ER scribe = interprofessional team dynamics (attending + RN + RT + child-life) under acuity pressure. Mahaclinic deployment required coordinating across three practice sites' MA teams.</span>
       </li>
 
       <li class="ct-row">

content/extra/maha/index.html

@@ -64,8 +64,8 @@ <h1 class="hero-name">Maha Nadeem</h1>
       <header class="section-rule"><span>FEATURED · 2026</span></header>
       <div class="case-grid">
         <div class="case-prose">
-          <p class="case-eyebrow">A PATIENT-SAFETY REFERENCE</p>
-          <h2 class="case-title">Mahaclinic — biologic dosing for dermatology MAs.</h2>
+          <p class="case-eyebrow">A PATIENT-CENTERED REFERENCE</p>
+          <h2 class="case-title">Mahaclinic — biologic dosing reference for the practice.</h2>
           <p class="case-body">
             Twenty-four biologic dosing flows. Search-first. Offline-capable. iPad-friendly.
             Replaces the print binder we used to flip through during patient visits.
@@ -95,7 +95,7 @@ <h2 class="case-title">Mahaclinic — biologic dosing for dermatology MAs.</h2>
           <div class="exp-body">
             <div class="exp-title">Lead Medical Assistant</div>
             <div class="exp-org">Innovative &amp; Platinum Dermatology · Plano, TX</div>
-            <div class="exp-detail">Biologic injections, biopsy assist, prior-auth, patient education, MA team lead. Supervised by <a href="https://innovative-dermatology.com/physician/darlene-gou-md-faad/" rel="noopener">Dr. Darlene Gou, MD, FAAD ↗</a>.</div>
+            <div class="exp-detail">Biologic injections, biopsy assist, prior-auth, and patient education across a longitudinal panel of chronic-disease patients. Lead the MA team; trained ~10 new MAs into the practice's biologic-therapy workflow. Supervised by <a href="https://innovative-dermatology.com/physician/darlene-gou-md-faad/" rel="noopener">Dr. Darlene Gou, MD, FAAD ↗</a>.</div>
           </div>
           <span class="exp-annot">3 yrs · ~240 pt/wk</span>
         </li>
@@ -113,7 +113,7 @@ <h2 class="case-title">Mahaclinic — biologic dosing for dermatology MAs.</h2>
           <div class="exp-body">
             <div class="exp-title">Pediatric Scribe</div>
             <div class="exp-org">Children's Medical Center · Plano, TX</div>
-            <div class="exp-detail">General pediatrics; chronic-care continuity; longitudinal patient follow-up.</div>
+            <div class="exp-detail">General pediatrics; longitudinal follow-up across well-child visits, school physicals, and chronic-condition management. Interprofessional team setting under attendings and RNs.</div>
           </div>
           <span class="exp-annot">2 yrs · ~2,200 hr</span>
         </li>

content/extra/maha/mahaclinic/index.html

@@ -37,6 +37,8 @@ <h1 class="article-title">Mahaclinic — biologic dosing, search-first.</h1>
 
     <article class="article-prose">
 
+      <p style="font-style: italic; color: var(--text-deck); font-size: 1.1rem; max-width: 65ch;">Mahaclinic is a patient-centered reference for clinicians at the point of care. Built to remove a workflow gap — the print binder we kept on the counter — without ever becoming part of the medical record or the diagnostic decision.</p>
+
       <h2>The problem</h2>
       <p>Our practice manages a few hundred patients on biologic therapy for chronic skin disease — psoriasis, atopic dermatitis, hidradenitis suppurativa, chronic urticaria. Twenty-four FDA-approved biologics across those indications, each with its own loading schedule, maintenance interval, weight-based dose, age cutoff, and contraindication list. The reference for all of this lived in a print binder on the counter outside the exam rooms.</p>