ma-manuscript-quarto

name	ma-manuscript-quarto
description	Draft and render a meta-analysis manuscript with Quarto using an IMRaD structure and embedded figures/tables. Use when preparing the final paper from analysis outputs.

Ma Manuscript Quarto

Overview

Create a Quarto manuscript with standard IMRaD sections and render to PDF and HTML.

Inputs

• 06_analysis/figures/
• 06_analysis/tables/
• 02_search/round-01/dedupe.bib or final bibliography

Outputs

• 07_manuscript/manuscript_outline.md (Phase 1 — outline with checklist and discussion ideas)
• 07_manuscript/00_abstract.qmd
• 07_manuscript/01_introduction.qmd
• 07_manuscript/02_methods.qmd
• 07_manuscript/03_results.qmd
• 07_manuscript/04_discussion.qmd
• 07_manuscript/tables.qmd (standalone PNG table images)
• 07_manuscript/figures_legends.qmd (figure legends with embedded PNGs)
• 07_manuscript/index.qmd
• 07_manuscript/Makefile (sync + render automation)
• 07_manuscript/references.bib
• 07_manuscript/index.html (rendered HTML)
• 07_manuscript/index.pdf (rendered PDF via Typst)
• 07_manuscript/index.docx (rendered Word with PNG tables)
• 07_manuscript/figures/ (synced from 06_analysis/figures/)
• 07_manuscript/tables/ (synced PNG + CSV from 06_analysis/tables/)
• 07_manuscript/prisma_flow.md
• 07_manuscript/prisma_flow.svg
• 07_manuscript/evidence_map.md
• 07_manuscript/result_claims.csv
• 07_manuscript/result_paragraphs.md
• 07_manuscript/result_paragraphs.qmd
• 07_manuscript/result_summary_table.md (auto-inserted into Results)
• 07_manuscript/traceability_table.md
• 07_manuscript/study_characteristics.md
• 07_manuscript/study_characteristics.csv
• 07_manuscript/submission_checklist.md
• 07_manuscript/03_results.qmd (assembled)
• 09_qa/results_consistency_report.md

Workflow

The workflow has two phases: Outline first, then Write. Never skip Phase 1.

Phase 1: Outline & Checklist (MANDATORY before any writing)

Before writing any prose, build a complete outline that serves as the blueprint. The outline template is at assets/quarto/manuscript_outline.md — it contains 10 sections that must ALL be filled in with project-specific data.

Step 1.1: Initialize project structure

1. Initialize a Quarto project in 07_manuscript/.
   • Create 07_manuscript/_quarto.yml
   • Create 07_manuscript/index.qmd
2. Copy Quarto templates from assets/quarto/ and adapt to the project.
   • Copy assets/quarto/00_abstract.qmd → 07_manuscript/00_abstract.qmd
   • Copy assets/quarto/01_introduction.qmd → 07_manuscript/01_introduction.qmd
   • Copy templates 02-04 similarly
3. Copy assets/quarto/manuscript_outline.md to 07_manuscript/manuscript_outline.md.
   • Copy assets/quarto/manuscript_outline.md → 07_manuscript/manuscript_outline.md

Step 1.2: Gather evidence (read BEFORE filling outline)

4. Build a manuscript evidence map with scripts/build_evidence_map.py — review all analysis outputs.
   • Use scripts/build_evidence_map.py
   • Write to 07_manuscript/evidence_map.md
   • If the script fails: manually read 06_analysis/ R outputs, CSVs, and figure files to build the map.
   • If 06_analysis/ is incomplete: STOP. Return to /ma-meta-analysis to complete analysis first.
5. Initialize result_claims.csv with scripts/init_result_claims.py — map every result to its source.
   • Use scripts/init_result_claims.py
   • Write to 07_manuscript/result_claims.csv (columns: claim_id, outcome, effect_measure, estimate, ci_lower, ci_upper, p_value, i2, figure_ref, table_ref, r_script, citation_keys)
   • If the script fails: manually create the CSV with columns: claim_id, outcome, effect_measure, estimate, ci_lower, ci_upper, p_value, i2, figure_ref, table_ref, r_script, citation_keys.
6. Read ALL of the following before filling the outline:
   • 06_analysis/ — every R script output, CSV table, figure PNG
   • 05_extraction/extraction.csv — for study characteristics
   • 01_protocol/pico.yaml (L1-28: all fields) — for PICO details
   • 02_search/ — search dates, database counts
   • 03_screening/round-01/agreement.md — screening decisions, Cohen's kappa
   • 08_reviews/grade_summary.csv — GRADE summary if available
   • Prior reviews (search PubMed for existing systematic reviews on the topic)

Step 1.3: Fill in the outline (the core work of Phase 1)

7. Fill in every section of manuscript_outline.md:

   Section 1 — Project Info: Topic, journal, word limits, PROSPERO ID.

   Section 2 — Key Messages: Define 3-5 take-home messages. These drive the entire manuscript. Test: if a paragraph doesn't serve at least one key message, it shouldn't be in the paper.

   Section 3 — Narrative Arc: Define the story in 6 sentences (hook → gap → approach → finding → significance → bottom line). Test: read the 6 sentences aloud — they should tell a coherent story.

   Section 4 — Section Outlines:

   • Abstract: fill the data table with exact numbers from R outputs.
   • Introduction: plan paragraph-by-paragraph with specific citations.
   • Methods: fill PICO, databases, search dates, statistical details.
   • Results: fill one outcome block per quantitative result with claim_id, estimate, CI, p-value, I², figure/table refs, R script source.
   • Discussion: fill ALL subsections with minimum point counts:
     • Principal findings: >= 3 points
     • Topic-specific interpretation: >= 1 subsection with argument + evidence + implication
     • Comparison with prior work: >= 2 named prior studies/reviews
     • Limitations: >= 2 study-level + 2 review-level + 1 outcome-level + 1 statistical
     • Implications: >= 3 clinical + 3 future research (with specific study designs)
     • Conclusions: draft the 2-3 sentence conclusion

   Section 5 — Tables & Figures Plan: List every table and figure with source file, panels, and draft legends.

   Section 6 — References Plan: List ALL BibTeX keys that will appear in the manuscript.

   Section 7 — Word Count Targets: Set per-section targets matching the target journal.

   Section 8 — Supplementary Materials: Plan search strategies, PRISMA checklist, supplementary tables/figures.

   Section 9 — Pre-Writing Readiness Gate: Check ALL hard requirements (data, figures, tables, references, outline completeness).

Step 1.4: Validate and approve

8. Self-validate the outline:
   • Search for {{ in the file — must return 0 hits (no unfilled placeholders).
   • Verify Discussion has >= 3 points in each subsection.
   • Verify every outcome block in Results has claim_id, estimate, CI, p-value, figure ref.
   • Verify Section 9 (Readiness Gate) is fully checked.
9. Present the outline to the user for review.
   • Summarize: key messages, number of outcomes, number of tables/figures, word count targets.
   • Ask: "Is this outline approved? Any changes needed?"
10. Do NOT proceed to Phase 2 until the user explicitly approves.

---

Phase 2: Write from Outline

Once the outline is approved, write each section following it exactly.

Writing style: All prose MUST follow references/academic-writing-style.md. Key rules:

• AMA style (default) — superscript numbered citations, american-medical-association.csl, serial comma, generic drug names
• No contractions (do not, cannot — never don't, can't)
• No vague language (determine, not "figure out"; possibly, not "maybe")
• No imperative mood ("The analysis was performed" — not "Run the analysis")
• No sentence fragments in prose ("No data were available" — not "No data.")
• Passive voice for Methods/Results; active voice for interpretation
• Formal transitions (However, Therefore — not But, So)
• Precise terminology (adverse events, not side effects; mortality, not death)
• Complete statistics (every claim needs estimate + 95% CI + p-value)
• AMA numbers — numerals with units, spell out at sentence start, "%" not "percent"
• AMA abbreviations — define at first use in abstract AND body; no abbreviations in title
• No AI-flavored vocabulary — cross-check with human-write skill after writing

Writing order (this order is intentional — write data-driven sections first):

1. Methods (most formulaic, establishes scope)
2. Results (data-driven, references Methods)
3. Discussion (interprets Results)
4. Introduction (frames the story, written after you know the results)
5. Abstract (summary of everything, written last)

Step 2.1: Generate structural components

11. Generate the PRISMA flow summary with scripts/prisma_flow.py via uv run, optionally writing an SVG. Use --strict for final renders.
    • If the script fails: manually create PRISMA flow from screening/fulltext data.
12. Insert the search report and audit hashes into Methods with scripts/insert_search_report.py.
    • If the script fails: manually copy search report content into the Methods information sources section.
13. Generate Results paragraph stubs with scripts/build_result_paragraphs.py.
    • If the script fails: manually write paragraph stubs from result_claims.csv.
14. Build study characteristics table with scripts/build_study_characteristics.py.
    • If the script fails: manually extract from extraction.csv.
15. Insert the traceability table into Methods with scripts/insert_traceability_table.py.
    • If the script fails: manually create: protocol registered → N databases searched → N records → N screened → N included.

Step 2.2: Write sections (follow outline exactly)

16. Write Methods (02_methods.qmd):

    • Follow outline Section 4.3 point by point.
    • Include all statistical analysis sub-items.
    • Reference traceability table and PRISMA flow.
    • Checkpoint: verify every Methods paragraph maps to an outline checkbox.

17. Write Results (03_results.qmd):

    • Follow outline Section 4.4 in the specified writing order.
    • For each outcome: copy claim_id, estimate, CI, p-value, I² from the outline.
    • Every quantitative claim MUST include: effect estimate + 95% CI + p-value.
    • Reference the specific figure and table for each outcome.
    • Use [@key] citations from the outline's BibTeX key lists.
    • Checkpoint: run scripts/results_consistency_report.py — must have 0 missing items.

18. Write Discussion (04_discussion.qmd):

    • Follow outline Section 4.5 subsection by subsection.
    • Write ONLY the points listed in the outline. Do NOT improvise new arguments.
    • Each subsection must have the minimum word count specified.
    • Checkpoint: verify every Discussion claim traces to a Result.

19. Write Introduction (01_introduction.qmd):

    • Follow outline Section 4.2 paragraph by paragraph.
    • Ensure objectives match Methods and Results reporting order.
    • Checkpoint: verify objectives list matches Results section structure.

20. Write Abstract (00_abstract.qmd):

    • Follow outline Section 4.1 and the data table.
    • Every number MUST match the Results section exactly.
    • Checkpoint: cross-check every number in Abstract against Results.

Step 2.3: Assemble, validate, render

21. Assemble Results into 03_results.qmd with scripts/assemble_results.py (also inserts result_summary_table.md).
22. Populate the bibliography and ensure all [@key] citations in all QMD files have matching entries in references.bib.
23. Verify DOI existence with scripts/verify_doi.py:

    uv run ma-manuscript-quarto/scripts/verify_doi.py \
      --bib projects/<project>/07_manuscript/references.bib \
      --out projects/<project>/09_qa/doi_verification_report.md \
      --email "[e-mail]"
    

    • Must exit with code 0 (>= 90% DOI coverage, 0 invalid DOIs).
    • For missing DOIs, review candidates and patch: add --patch --min-confidence 85.
    • If exit code 1: add missing DOIs manually or via --patch.
    • If exit code 2: fix invalid DOIs before proceeding.
24. Generate a results consistency report with scripts/results_consistency_report.py.
    • If any missing items: fix before proceeding.
25. Initialize the submission checklist with scripts/init_submission_checklist.py.
26. Run scripts/lint_qmd.py --dir 07_manuscript/ — must pass with exit code 0 (no errors).
    • If errors: fix with --fix flag, then re-run to confirm.
27. Sync, validate, and render with the all-in-one build script:

    bash ma-manuscript-quarto/scripts/build_manuscript.sh --project <name> --all
    

    Alternatively, use Makefile: make all from 07_manuscript/.
    • If render fails: check Quarto error output, fix broken references/includes, re-render.

Step 2.4: Post-writing validation

28. Run cross-section consistency checks (outline Section 10):
    • Abstract numbers match Results numbers exactly.
    • Introduction objectives match Methods match Results reporting order.
    • Every figure/table referenced in text exists.
    • Every Discussion claim traces to a Result.
    • Conclusions contain no new findings.
    • Word counts within journal targets.
    • All citation keys resolve.
29. Update the outline: mark all checklist items as done, fill in actual word counts in Section 7.
30. Report to user: section word counts, any issues found, rendered output files.

Build & Sync Workflow

Two build options: build_manuscript.sh (recommended, all-in-one) or Makefile (render only).

build_manuscript.sh (Recommended)

All-in-one validation + sync + lint + render script. Runs standalone without AI — output goes to stdout.

# From repo root:
bash ma-manuscript-quarto/scripts/build_manuscript.sh --project <name>           # Validate only (fast)
bash ma-manuscript-quarto/scripts/build_manuscript.sh --project <name> --fix      # Auto-fix lint
bash ma-manuscript-quarto/scripts/build_manuscript.sh --project <name> --render   # Validate + render
bash ma-manuscript-quarto/scripts/build_manuscript.sh --project <name> --all      # Fix + render
bash ma-manuscript-quarto/scripts/build_manuscript.sh --project <name> --render --formats docx  # DOCX only

7-step validation pipeline (all results to stdout):

Step	Check	Details
1	Sync	Copy figures/tables from 06_analysis/ to 07_manuscript/
2	Citations	Verify all [@key] in QMD match references.bib; report unused bib entries
3	Word counts	Per-section word count vs journal targets
4	QMD lint	Run lint_qmd.py (15 rules), optional --fix
5	DOI coverage	Check % of bib entries with DOI fields (target: >=90%)
6	File check	Verify all figures/tables referenced in QMD exist on disk
7	Render	Quarto render to DOCX, HTML, PDF (each format independent)

Exit codes: 0 = all passed, N = number of errors found.

No --project? Lists all available projects:

$ bash ma-manuscript-quarto/scripts/build_manuscript.sh
Available projects:
  --project hrd-parp-inhibitors
  --project ici-breast-cancer

Why Sync?

Analysis scripts in 06_analysis/ produce figures (PNG) and tables (PNG + CSV + HTML + DOCX via gt/flextable). The manuscript in 07_manuscript/ references local copies so Quarto can embed them. The sync step copies the latest outputs before every render, ensuring the manuscript always reflects current analysis.

Makefile (Alternative)

For projects that prefer make, create a Makefile in 07_manuscript/:

.PHONY: all html pdf docx clean sync

ANALYSIS_DIR := ../06_analysis

all: sync html pdf docx

sync:
	@mkdir -p figures tables
	@cp -f $(ANALYSIS_DIR)/figures/*.png figures/
	@cp -f $(ANALYSIS_DIR)/tables/*.png tables/
	@cp -f $(ANALYSIS_DIR)/tables/*.csv tables/

html: sync
	quarto render index.qmd --to html

pdf: sync
	quarto render index.qmd --to typst

docx: sync
	quarto render index.qmd --to docx

clean:
	command rip -f index.html index.pdf index.docx index_files/

Makefile Usage

cd projects/<project>/07_manuscript

make sync     # Copy latest figures + tables from 06_analysis
make docx     # Sync + render Word (tables as PNG images)
make html     # Sync + render self-contained HTML
make pdf      # Sync + render PDF via Typst
make          # Sync + render all formats

What Gets Synced

Source (06_analysis/)	Destination (07_manuscript/)	Used By
figures/*.png	figures/	figures_legends.qmd
tables/*.png	tables/	tables.qmd
tables/*.csv	tables/	Reference data

Sync Direction

One-way: 06_analysis → 07_manuscript. Never edit PNGs in 07_manuscript/ directly; regenerate from R scripts in 06_analysis/ and re-run make sync.

Tables as Standalone PNG Images

Tables are generated in R (via gt + flextable in 07_export_tables.R) and exported as PNG, HTML, and DOCX. The manuscript embeds the PNG images directly.

Why PNG Tables?

1. Consistent rendering across HTML, PDF, and DOCX outputs
2. Publication-quality formatting via gt package (colors, bold, footnotes)
3. No Quarto table rendering issues (complex tables with merged cells, conditional formatting)
4. Single source of truth: R script generates all formats; manuscript just references PNGs

Table Export Script (06_analysis/07_export_tables.R)

The R script exports each table in 3 formats:

library(gt)
library(flextable)

export_table <- function(gt_tbl, ft_tbl, basename, vwidth = 800) {
  gt_tbl %>% gtsave(paste0("tables/", basename, ".html"))
  gt_tbl %>% gtsave(paste0("tables/", basename, ".png"), vwidth = vwidth)
  save_as_docx(ft_tbl, path = paste0("tables/", basename, ".docx"))
}

tables.qmd Structure

# Tables

## Table 1. Trial Characteristics {#tbl-characteristics}

![](tables/table1_characteristics.png){width=100%}

---

## Table 2. Risk of Bias {#tbl-rob2}

![](tables/table2_rob2.png){width=100%}

Each table is a heading + standalone PNG image. The {width=100%} ensures proper scaling across formats.

Output Formats

Format	Table Rendering	Notes
HTML	Embedded PNG	Self-contained, sharp on retina
PDF	Embedded PNG	Via Typst, respects width
DOCX	Embedded PNG	Word embeds image inline; no editable cells

Output Formats

The index.qmd YAML configures three output formats:

format:
  html:
    toc: true
    toc-depth: 3
    number-sections: true
    embed-resources: true
  docx:
    toc: true
    number-sections: true
  typst:
    toc: true
    number-sections: true
    columns: 1
    margin:
      x: 1in
      y: 1in
    papersize: us-letter
    mainfont: "New Computer Modern"
    fontsize: 11pt

• HTML: Self-contained (embed-resources: true), good for review and sharing
• DOCX: Word format for journal submission and co-author editing; tables render as PNG images
• PDF: Via Typst engine (faster than LaTeX, good typography)

Discussion Guidance

Discussion is the hardest section to write well. The outline (Phase 1) does the thinking; Phase 2 does the writing.

Why outline Discussion first?

Without pre-planned ideas, agents tend to produce generic Discussions that:

• Repeat Results as prose (adds no value)
• Use vague limitations ("this study has limitations")
• Omit topic-specific insights that make the paper publishable
• Miss comparisons with prior work

The outline's Discussion section forces the agent to brainstorm SPECIFIC ideas before writing.

What makes a good Discussion?

Structure (from the outline template):

1. Principal findings (~200-300 words): Clinical significance, not statistics. "NNT=7 means 1 in 7 patients benefits" > "RR was 1.26".
2. Topic-specific interpretation (~200-400 words): This is YOUR unique contribution. What insight does pooling these studies reveal that individual trials couldn't show? Examples:
   • Surrogate endpoint validation (pCR predicts OS)
   • Biomarker reinterpretation (PD-L1 is prognostic, not predictive)
   • Dose-response patterns across studies
   • Subgroup findings that resolve clinical controversies
3. Comparison with prior work (~200-400 words): NAME specific reviews. State their finding, your finding, and explain WHY they agree or differ. "Smith et al. (2023) found X; we found Y, likely because our analysis includes Z."
4. Limitations (~200-400 words): Organize by level (study / review / outcome / statistical). Be HONEST — reviewers will find these anyway. Better to address them proactively.
5. Implications and future research (~200-300 words): Clinical recommendations must be supported by GRADE certainty. Future research must be SPECIFIC: "A Phase III RCT comparing X vs Y in Z population with W outcome and >= N months follow-up."
6. Conclusions (~50-100 words): Main finding + certainty + clinical bottom line. Must reinforce key messages.

Minimum requirements for Discussion outline

Subsection	Minimum points	Minimum named references
Principal findings	3	0 (your own results)
Topic-specific interpretation	1 subsection (3 points)	2
Comparison with prior work	2 named reviews/studies	2
Limitations (study-level)	2	0
Limitations (review-level)	2	0
Limitations (outcome-level)	1	0
Limitations (statistical)	1	0
Clinical implications	3	1 (guideline)
Future research directions	3 (with study design)	0

Phase 2 writing rules

When writing Discussion from the outline:

• Follow the planned points IN ORDER. Do not rearrange.
• Do NOT add new arguments that were not in the approved outline.
• If you discover a missing argument while writing, flag it to the user rather than adding it silently.
• Every factual claim must have a citation ([@key]).
• Avoid the phrase "further research is needed" without specifying WHAT research.

Quarto Syntax Reference

See references/quarto-syntax-guide.md for the complete reference covering:

• _quarto.yml project configuration (type: manuscript)
• Cross-references: {#fig-label}, {#tbl-label}, {#sec-label}, {#eq-label}
• Figures with alt-text, sizing, subfigures (layout-ncol)
• Tables (pipe and grid), subtables, caption placement
• Citations: [@key] parenthetical, @key in-text, [-@key] suppress author
• Includes: {{< include file.qmd >}}, page breaks: {{< pagebreak >}}
• PDF options, journal extensions, callouts

Key rules: labels must be lowercase, use hyphens (not underscores), and always include the prefix.

QMD Linter & Formatter

Run scripts/lint_qmd.py to validate manuscript files against Quarto best practices:

# Report only
uv run ma-manuscript-quarto/scripts/lint_qmd.py \
  --dir projects/<project>/07_manuscript/

# Auto-fix + report
uv run ma-manuscript-quarto/scripts/lint_qmd.py \
  --dir projects/<project>/07_manuscript/ \
  --fix --out-md /tmp/lint_report.md

Checks (15 rules, L001-L015):

Severity	Rules
error	L001 underscore in labels, L002 uppercase labels, L011 missing YAML, L012 missing bib, L013 missing include
warning	L003 figure no label, L004 table no label, L005 footnote numbers, L006 \newpage, L007 bare URL, L010 skipped heading, L014 missing figure file
style	L008 trailing whitespace, L009 no blank before heading, L015 double blank lines

Auto-fixable: L006, L008, L009, L015. Exit codes: 0 clean, 1 warnings, 2 errors.

Resources

• assets/quarto/manuscript_outline.md — Outline & checklist template (Phase 1). Copy to 07_manuscript/ and fill in before writing.
• assets/quarto/ provides an IMRaD Quarto scaffold.
• references/academic-writing-style.md — Academic writing style hub (summary + validation checklist). Required reading before Phase 2.
  • references/style-no-ai-casual.md — Rule 1 detail: contractions, vague language, imperative mood, fragments
  • references/style-professional-register.md — Rule 2 detail: sentence structure, passive/active voice, transitions, terminology
  • references/style-ama-guide.md — Rule 3 detail: AMA citations, bibliography, numbers, abbreviations, drug names, P values
• references/quarto-syntax-guide.md — Quarto syntax reference for meta-analysis manuscripts.
• scripts/verify_doi.py verifies DOI existence via Crossref API and finds missing DOIs by title search. Outputs markdown report + optional CSV. Supports auto-patching.
• scripts/lint_qmd.py validates and auto-fixes QMD/MD files against Quarto best practices.
• scripts/prisma_flow.py generates a PRISMA flow diagram summary and optional SVG.
• scripts/insert_search_report.py injects search report content into Methods.
• scripts/build_evidence_map.py creates a checklist of outputs to base writing on.
• scripts/init_result_claims.py seeds a results-to-evidence table for drafting.
• scripts/build_result_paragraphs.py creates paragraph stubs and a summary table for Results writing.
• scripts/build_study_characteristics.py generates the study characteristics table from extraction.
• scripts/insert_traceability_table.py inserts a protocol→search→screening→inclusion table into Methods.
• The traceability narrative is auto-inserted into 02_methods.qmd near Study Selection.
• scripts/assemble_results.py injects result paragraphs into 03_results.qmd.
• scripts/results_consistency_report.py checks claim/output/citation consistency.
• scripts/init_submission_checklist.py seeds a journal submission checklist.

Validation

Phase 1 gate (before writing)

Check	How to verify	Pass criteria	Fail action
No placeholders	grep -c '{{' manuscript_outline.md	0 hits	Fill remaining placeholders
Key messages defined	Section 2 of outline	3-5 messages, no blanks	Brainstorm with user
Narrative arc coherent	Section 3 of outline	All 6 fields filled	Revise story structure
Discussion fully planned	Section 4.5 of outline	All minimums met (see table in Discussion Guidance)	Add more points
Evidence map reviewed	evidence_map.md exists	All outputs listed	Run build_evidence_map.py
Result claims mapped	result_claims.csv exists	All results have claim_id	Run init_result_claims.py
Figures exist	ls 06_analysis/figures/*.png	All outline figures present	Return to analysis stage
Tables exist	ls 06_analysis/tables/*.png	All outline tables present	Run R export script
References ready	references.bib exists	Keys match outline Section 6	Build BibTeX file
User approved	Asked user	Explicit "yes"	Address feedback

Hard stop: Do NOT proceed to Phase 2 if any check fails.

Phase 2 checkpoints (during writing)

After writing...	Run checkpoint	Pass criteria
Methods	Outline Section 4.3 all checked	Every Methods item covered
Results	scripts/results_consistency_report.py	0 missing items
Discussion	Verify each claim traces to Results	No orphan claims
Introduction	Objectives match Results structure	Same number and order
Abstract	Cross-check numbers vs Results	Exact match
Every section	Academic writing style check (references/academic-writing-style.md)	No contractions, no fragments, no vague language, no imperative mood
Every section	human-write AI vocabulary scan	Score <= 4 (light AI flavor)

Final validation (after all writing)

• Run scripts/lint_qmd.py --dir 07_manuscript/ — must pass with exit code 0 (no errors).
• Verify academic writing style compliance (references/academic-writing-style.md):
  • 0 contractions in prose (search n't, 're, 've, 'll; exclude Crohn's, Hodgkin's).
  • 0 sentence fragments in prose paragraphs.
  • 0 imperative-mood sentences in prose (parenthetical "see Table S1" is acceptable).
  • 0 vague terms (maybe, figure out, a lot, stuff, things, basically).
  • Formal transitions varied (no single transition > 2 uses per subsection).
• Run human-write AI vocabulary scan — score must be <= 4.
• Ensure all figures are 300 DPI and tables are reproducible.
• Cross-check that every result in the text appears in the analysis outputs.
• Ensure each results paragraph maps to 07_manuscript/result_claims.csv.
• Verify 07_manuscript/traceability_table.md is inserted into 02_methods.qmd.
• Ensure each claim includes effect estimate, confidence interval, and p-value.
• Ensure 03_results.qmd contains all claim IDs and their figure/table refs.
• Ensure 09_qa/results_consistency_report.md has no missing items.
• Ensure each claim includes citation_keys and the citations appear in Results. Note: citation_keys should be comma-separated BibTeX keys present in 07_manuscript/references.bib.
• Note: set RESULTS_MIN_WORDS to control minimum words per claim paragraph (default 25).
• Ensure the study characteristics table is inserted into 03_results.qmd.
• Ensure submission_checklist.md is tailored to the target journal.
• Run cross-section consistency checks (outline Section 10):
  • Abstract numbers match Results exactly.
  • Introduction objectives match Results reporting order.
  • Every figure/table referenced in text exists in the manuscript.
  • Conclusions contain no new findings not in Results.
  • Word counts within journal targets.
  • All [@key] citations resolve in references.bib.

Stage Exit: Stamp the artifact

Record provenance for the rendered manuscript. See artifact-stamping.md.

uv run tooling/python/session_log.py --project <project-name> append \
  --stage 07_manuscript \
  --artifact 07_manuscript/index.qmd \
  --generator ai \
  --deviation "draft mode"  # omit in strict mode

Pipeline Navigation

Step	Skill	Stage
Prev	/ma-meta-analysis	06 Statistical Analysis
Next	/ma-peer-review	08 Peer Review & GRADE
All	/ma-end-to-end	Full pipeline orchestration