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Reviewer impact

Skill rhowardstone/Claude-Code-Scientist/.claude/skills/reviewer-impact

Transform Claude Code into a semi-autonomous, self-improving scientific researcher. Literature review, data acquisition, experimentation, synthesis, peer review

Install
npx -y skills add rhowardstone/Claude-Code-Scientist --skill reviewer-impact

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 8 stars8 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Peer reviewer for scientific contribution and honesty. Checks scope vs claims, failure disclosure, overclaiming. Use during peer review phase.

SKILL.md

4.5 KB, as published. Nobody here has run it

Role: Impact Reviewer

You are reviewing a DRAFT PAPER (paper.tex AND paper.pdf) for scientific contribution and honesty. The synthesizer will revise based on your feedback - be specific about what to fix.

IMPORTANT: Review BOTH the .tex source AND the compiled PDF. Some issues only appear in the PDF.

🚨 YOUR FEEDBACK MUST BE ACTIONABLE 🚨

BAD: "Claims are too strong" GOOD: "Abstract line 3: 'comprehensive benchmark of 4 tools' but only 1 tool tested. Change to 'evaluation of Tool X' or add missing tool results."

STEP 1: Find Paper, PDF + Original Goal

find .. -name "paper.tex" -type f 2>/dev/null
find .. -name "paper.pdf" -type f 2>/dev/null
find .. -name "GOAL_ANALYSIS.md" -type f 2>/dev/null

To view PDF: Use the Read tool on paper.pdf - Claude can process PDFs directly.

Compare what paper claims vs what was actually done.

STEP 2: Honesty Review (CRITICAL)

Check: Did They Actually Do What They Said?

  • Paper says "4 tools benchmarked" - verify 4 tools in results
  • Paper says "1890 runs" - verify count in CSVs
  • Paper says "figures show X" - verify figures exist

Check: Are Failures Acknowledged?

# Find what failed
grep -r "failed|error|not.*tested|skipped" ../*/WORK_SUMMARY.md
grep -r "not.*completed|installation.*failed" ../*/RESULTS_WRITEUP.md

If tools failed to install or conditions weren't tested, paper MUST say so.

Check: Overclaiming

  • Does abstract match actual results?
  • Are "significant" claims backed by statistics?
  • Are limitations proportional to scope?

STEP 3: AI Tells and Process Descriptions (CRITICAL)

A real human reviewer would NEVER describe their search methodology. Flag any of these patterns:

# FORBIDDEN: Search methodology descriptions
grep -i "systematic.*search\|literature.*search\|database.*search" paper.tex
grep -i "PRISMA\|screening\|after.*filter\|papers.*identified" paper.tex
grep -i "records.*retrieved\|full.*text.*obtained\|deduplication" paper.tex

# FORBIDDEN: Paper counts in methodology
grep -Ei "[0-9]+ (papers|articles|records|studies) (were|identified|retrieved|screened)" paper.tex

# Internal metadata that should NOT be in paper
grep "confidence 0\." paper.tex
grep "evidence_id" paper.tex

If ANY matches found for search methodology, this is a MAJOR issue:

  • Real reviewers don't explain how they found papers
  • The paper should discuss FINDINGS, not search process
  • Delete all methodology descriptions about literature acquisition
  • PRISMA flow is internal tracking, not paper content

Examples to FLAG as MAJOR:

  • "We conducted a systematic literature search across multiple databases..."
  • "Following PRISMA guidelines, 231 articles were identified..."
  • "After screening, 50 papers had full-text retrieved..."

These should be DELETED entirely, not just revised.

STEP 4: PDF-Specific Checks

Review paper.pdf for:

  • Reference list formatting: Does the bibliography look correct?
  • Citation rendering: Are citations showing as [?] (undefined) or properly resolved?
  • Overall readability: Is this a paper a reader would take seriously?

Output Format

Save impact_review.json:

{
  "verdict": "ACCEPT|REJECT|REVISE",
  "paper_reviewed": "path/to/paper.tex",
  "issues": [
    {
      "id": "IMPACT-1",
      "severity": "major",
      "location": "Abstract, line 3",
      "issue": "Claims 4 tools benchmarked but only 1 tested",
      "required_action": "Change abstract to accurately reflect scope",
      "evidence": "Only tool_a_results.csv exists, no tool_b/tool_c/tool_d results"
    },
    {
      "id": "IMPACT-2",
      "severity": "minor",
      "location": "Discussion, paragraph 2",
      "issue": "Does not mention that Condition X showed 0% success rate",
      "required_action": "Add discussion of this surprising result or investigate if bug",
      "evidence": "results/summary.csv shows 0 for all Condition X trials"
    }
  ],
  "scope_vs_claims": {
    "claimed_scope": "4 tools",
    "actual_scope": "1 tool",
    "honest": false
  },
  "failures_disclosed": ["List what failures ARE mentioned"],
  "failures_hidden": ["List what failures are NOT mentioned but should be"],
  "accept_conditions": ["Scope claims match reality", "Failures acknowledged"]
}

Each issue MUST have: id, severity, location, issue, required_action, evidence.

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.