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| 1 | +# Humanizer pass log |
| 2 | + |
| 3 | +**Skill:** `manuscript:humanizer` (research-skills marketplace, v0.5.0) |
| 4 | +**Date:** 2026-05-21 (v2 Phase 4) |
| 5 | +**Scope:** all per-section files under `manuscript/narrative-review/` |
| 6 | + |
| 7 | +## Method |
| 8 | + |
| 9 | +The skill loaded its 29-pattern catalogue plus research-writing calibrations. I scanned every per-section file via grep for the high-frequency patterns: |
| 10 | + |
| 11 | +- Pattern 1 (significance inflation): pivotal, evolving landscape, groundbreaking, deeply rooted, indelible mark, marking/shaping the, focal point |
| 12 | +- Pattern 3 (superficial -ing endings): showcasing, highlighting, underscoring, emphasising, emphasizing, fostering, encompassing, cultivating |
| 13 | +- Pattern 4 (promotional): vibrant, rich, nestled, in the heart of |
| 14 | +- Pattern 7 (AI vocabulary): delve, tapestry, intricate, showcase, boast, additionally, moreover, furthermore, notably |
| 15 | +- Pattern 8 (copula avoidance): stands as, serves as, functions as, boasts, represents a [novel/key/...] |
| 16 | +- Pattern 10 (rule of three): scanned visually |
| 17 | +- Pattern 14 (em-dashes): grep for U+2014 |
| 18 | +- Pattern 18 (emojis): grep for emoji range |
| 19 | +- Pattern 19 (curly quotes): grep for U+201C/D |
| 20 | +- Pattern 23 (filler): in order to, due to the fact, it is worth noting, it is important to note |
| 21 | +- Pattern 24 (excess hedging): could potentially, may possibly, might potentially |
| 22 | +- Pattern 25 (generic positive conclusions): opens new avenues, paves the way, sets the stage, paradigm shift |
| 23 | +- Pattern 27 (persuasive tropes): at its core, the real question, fundamentally, the heart of the matter |
| 24 | +- Pattern 28 (signposting): let us dive, let us explore, here is what you need to know |
| 25 | +- Pattern 20 (chatbot artifacts): I hope this, let me know, Of course, Certainly, Great question |
| 26 | + |
| 27 | +## Findings |
| 28 | + |
| 29 | +| File | Patterns matched | Fixes applied | Notes | |
| 30 | +|---|---|---|---| |
| 31 | +| `highlights.md` | 0 | 0 | 5 bullets all <=80 chars; no AI patterns | |
| 32 | +| `abstract.md` | 0 | 0 | Clean | |
| 33 | +| `sections/01_introduction.md` | 0 (pattern 28 candidate flagged for Phase 5) | 0 | Last sentence "Section 2 begins with..." is meta-tutorial signposting per pattern 28; paper-review m5 already scheduled for Phase 5 final assembly, so deferred (per task instructions: do not silently rewrite Phase 5 items) | |
| 34 | +| `sections/02_scaffold.md` | 0 | 0 | Clean | |
| 35 | +| `sections/03_psychophysics.md` | 0 | 0 | Methods-adjacent passage in paragraph 3 uses passive voice ("The HBN-EEG Release 3 cohort carries no synchronous eye tracker, which means a per-shot analysis cannot deconvolve..."). Per skill calibration, passive in methods-adjacent technical descriptions is acceptable; not flagged | |
| 36 | +| `sections/04_action.md` | 1 (scientific use of "robust", not significance inflation) | 0 | "...which produce robust ones [Ben-Yakov2018TheHF]" describes hippocampal-response amplitude; citation-anchored scientific use, not pattern 1 | |
| 37 | +| `sections/05_language.md` | 0 | 0 | 5a + 5b structure clean | |
| 38 | +| `sections/06_emotion.md` | 1 (scientific use of "robust") | 0 | "alpha desynchronisation is a robust correlate of attentional engagement" describes the Codispoti review's conclusion; citation-anchored scientific use, not pattern 1 | |
| 39 | +| `sections/07_synthesis.md` | 0 | 0 | Clean. Single hedges in 7.4 ("may therefore be confounded", "is the response") are legitimate research-writing usage per skill calibration | |
| 40 | +| `boxes/box1_anchor.md` | 0 | 0 | Methods-style pipeline description; passive voice acceptable per skill calibration | |
| 41 | +| `boxes/trends.md` | 0 | 0 | Pattern 16 (inline-header vertical list with bold leads) used here, but each bullet is a substantive recent development with citation, not generic boilerplate. Per skill: selective bold for callout headers is acceptable | |
| 42 | +| `boxes/outstanding-questions.md` | 0 | 0 | 7 questions, each forward-looking and specific | |
| 43 | +| `glossary.md` | 0 | 0 | Definitions are technical and grounded; no AI inflation | |
| 44 | +| `figures.md` | 0 | 0 | Captions are descriptive, not promotional | |
| 45 | + |
| 46 | +## Per-section word-count delta |
| 47 | + |
| 48 | +Before pass: 3397 main-text words + 117 abstract + 60 highlights + 161 + 191 + 174 (boxes) + 417 glossary + 425 figure legends = 4942 words |
| 49 | +After pass: identical (no rewrites applied) |
| 50 | + |
| 51 | +## Why the pass was a no-op |
| 52 | + |
| 53 | +The manuscript was drafted in Phase 2 with the v1 self-review's F1-F5 and I1-I5 carry-forwards already enforcing discipline against the worst AI-writing tells (signposted Section 1 transition, falsifiability discipline in 7.3, narrative-position objection in 7.4, perspective-driven Section 2 over theme-catalogue, parallel thesis sentences in 5a/5b). Additionally, the project style guide ([CLAUDE.md](../../../CLAUDE.md)) bans em-dashes, emojis, and AI attribution upfront. The manuscript-writing skill's IMRAD Writing Principles (Clarity, Precision, Flow, Citations) further constrain word choice. Together, these prevent the patterns from entering the prose in the first place. |
| 54 | + |
| 55 | +The humanizer pass as a finishing step is therefore most useful in projects without an upstream style-guide layer; in this project it functions as an audit confirmation. |
| 56 | + |
| 57 | +## Pattern-28 deferral note |
| 58 | + |
| 59 | +The closing sentence of Section 1 paragraph 3 ("Section 2 begins with the four-perspective scaffold the rest of the review builds on") matches pattern 28 (signposting / meta-narration). The paper-review pass independently flagged this as concern **m5** for Phase 5 attention. Per the task instructions to preserve concerns scoped for Phase 5, this is not rewritten here. |
| 60 | + |
| 61 | +## Final anti-AI audit |
| 62 | + |
| 63 | +> "What makes the below so obviously AI generated?" |
| 64 | +
|
| 65 | +Re-reading the assembled manuscript with that prompt in mind: |
| 66 | + |
| 67 | +- The prose is dense with citations (often 3-5 per sentence). Density is genre-appropriate for a TiCS Forum Review and not an AI tell. |
| 68 | +- Sentence rhythm varies (short topic sentences alternating with longer evidence sentences); not the uniform pacing typical of AI text. |
| 69 | +- No "key" / "crucial" / "vital" inflation. |
| 70 | +- Section transitions are explicit but not tutorial-script ("Section 2 begins with..." flagged above). |
| 71 | +- Single-paragraph perspective definitions read as an actual argumentative scaffold, not a "let me cover all the bases" enumeration. |
| 72 | + |
| 73 | +> "Now make it not obviously AI generated." |
| 74 | +
|
| 75 | +No rewrites required. The manuscript reads as authored. |
| 76 | + |
| 77 | +## Carry-forward to Phase 5 |
| 78 | + |
| 79 | +- Pattern 28 fix on Section 1 closing sentence (covered by paper-review m5). |
| 80 | +- All other m1-m6 paper-review items. |
| 81 | +- No humanizer-specific changes required. |
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