claim-evidence-matrix

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Build a section-by-section claim–evidence matrix (`outline/claim_evidence_matrix.md`) from the outline and paper notes. **Trigger**: claim–evidence matrix, evidence mapping, 证据矩阵, 主张-证据对齐. **Use when**: 写 prose 之前需要把每个小节的可检验主张与证据来源显式化（outline + paper notes 已就绪）。 **Skip if**: 缺少 `outline/outline.yml` 或 `papers/paper_notes.jsonl`。 **Network**: none. **Guardrail**: bullets-only（NO PROSE）；每个 claim 至少 2 个证据来源（或显式说明例外）。

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Sourcewilloscar/research-units-pipeline-skills

Added on2026-02-09

NPX Install

npx skill4agent add willoscar/research-units-pipeline-skills claim-evidence-matrix

SKILL.md Content

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Claim–Evidence Matrix

Make the survey’s claims explicit and auditable before writing prose.

This should stay bullets-only (NO PROSE). The goal is to make later writing easy and to prevent “template prose” from sneaking in.

Inputs

```
outline/outline.yml
```
```
papers/paper_notes.jsonl
```
Optional:
```
outline/mapping.tsv
```

Output

```
outline/claim_evidence_matrix.md
```

Workflow (heuristic)

Uses:

outline/outline.yml

outline/mapping.tsv

For each subsection, write 1–3 claims that are:
- specific (mechanism / assumption / empirical finding)
- falsifiable (“X reduces tool errors under Y evaluation”, not “X is important”)
For each claim, list ≥2 evidence sources:
- prefer different styles of evidence (method paper + eval/benchmark paper, or two competing approaches)
Keep it tight: claim → evidence → (optional) caveat/limitations.
If evidence is weak or only abstract-level, say so explicitly (don’t overclaim).
If
```
bibkey
```
exists in
```
papers/paper_notes.jsonl
```
, include
```
[@BibKey]
```
next to evidence items to make later prose/LaTeX conversion smoother.

Quality checklist

Every subsection has ≥1 claim.
Each claim lists ≥2 evidence sources (or an explicit exception).
Claims are not copy-pasted templates (avoid “围绕…总结…” boilerplate).

Helper script (optional)

Quick Start

python .codex/skills/claim-evidence-matrix/scripts/run.py --help

python .codex/skills/claim-evidence-matrix/scripts/run.py --workspace <workspace_dir>

All Options

See
```
--help
```
(this helper is intentionally minimal)

Examples

Generate a first-pass matrix, then refine manually:
- Run the helper once, then refine
```
outline/claim_evidence_matrix.md
```
  by tightening claims and adding caveats when evidence is abstract-level.

Notes

The helper generates a baseline matrix (claims + evidence) and never overwrites non-placeholder work; in
```
pipeline.py --strict
```
it will be blocked only if placeholder markers remain.

Troubleshooting

Issue: claims are generic or read like outline boilerplate

Fix:

Tighten each claim to a falsifiable statement and add an explicit caveat if evidence is abstract-only.

Issue: you cannot add

[@BibKey]

because keys are missing