evidence-auditor

Evidence Auditor (peer review)

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Install skill "evidence-auditor" with this command: npx skills add willoscar/research-units-pipeline-skills/willoscar-research-units-pipeline-skills-evidence-auditor

Evidence Auditor (peer review)

Goal: for each claim, either (a) point to the supporting evidence in the manuscript, or (b) write a concrete gap with an actionable fix.

Inputs

  • output/CLAIMS.md

Outputs

  • output/MISSING_EVIDENCE.md

Output format (recommended)

For each claim:

  • Claim : copy the claim text

  • Evidence present : what the paper provides (experiments/theory/citations)

  • Gap / concern : what is missing or weak

  • Minimal fix : the smallest additional evidence that would address the gap

  • Severity : major | minor (optional)

Workflow

  • Iterate claims in output/CLAIMS.md .

  • For empirical claims, check:

  • dataset/task definition is clear

  • baselines are appropriate

  • evaluation protocol is valid

  • ablations/sensitivity analyses exist where needed

  • For conceptual claims, check:

  • definitions are unambiguous

  • assumptions are stated

  • claims do not exceed what is argued

  • Write output/MISSING_EVIDENCE.md as a list of claim-by-claim entries.

Definition of Done

  • Every claim from output/CLAIMS.md has an evidence note or a gap item.

  • “Fix” items are actionable (what to add, not “more experiments”).

Troubleshooting

Issue: you cannot locate the evidence in the paper

Fix:

  • Mark the claim as “evidence not locatable” and ask for a clearer source pointer (or re-extract claims with better pointers).

Issue: the audit starts proposing new claims

Fix:

  • Stop; only critique what exists in output/CLAIMS.md and the manuscript.

Source Transparency

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