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yogsoth-aiyogsoth-ai/paper-reading/skills/dual-column-self-check/SKILL.md

dual-column-self-check

Skill1 starsChanged 3 months agoApache-2.0View on GitHub

Run one of the ML/CS reproducibility checklists (ML Reproducibility Checklist, REFORMS, NeurIPS Paper Checklist, Model Cards, Datasheets for Datasets) against a paper as a reader-side audit, producing a category (Yes/No/NA) plus free-text reason per item. Use this whenever the user wants a reproducibility/completeness self-check run on an ML or CS paper — invoke this directly, it has no study-design gate in this package since these checklists are engineering self-audits, not clinical-study tools.

The file

Files
SKILL.md

Dual Column Self-Check

Category (Yes/No/NA) + free-text reason per item, across 5 ML/CS reproducibility checklists. Originally author-facing self-certification tools, reversed here for reader-side auditing — each item's framing must be flipped to a question before being answered.

Execution

Subagent — spawned via spawn-agent skill.

No upstream gate (intentional, not a gap)

Unlike quality-appraisal-checklist/reporting-standard-checklist, this SOP has no in-edge from study-design-tool-gate in the graph — its 5 checklists are ML/CS engineering self-audits, not tied to a clinical study design, so no study-design dispatch was ever drawn to it (spec §5's flagged note). Do not add a gate dependency here without revisiting that decision explicitly.

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Available SOPs

SOPWhen to use
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