Screening Manager

Use when an approved `evidence-review` protocol needs to be applied to a candidate pool.

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Screening Manager

Triggers & routing

  • Trigger: screening, title/abstract screening, inclusion/exclusion, screening_log.csv, 文献筛选, 纳入排除.
  • Use when: evidence-review 的 screening 阶段(C2/C3),protocol 已锁定并通过 HUMAN 审批。
  • Skip if: 还没有 output/PROTOCOL.md(或 protocol 未通过签字)。
  • Network: none.
  • Guardrail: 每条记录包含决策与理由;保持可审计(不要把“未读/不确定”当作纳入)。

Transforms an approved protocol plus candidate pool into an auditable screening log.

Inputs

Required:

  • output/PROTOCOL.md

Candidate pool:

  • papers/papers_raw.jsonl
  • papers/papers_dedup.jsonl
  • or papers/core_set.csv

Output

  • papers/screening_log.csv

Contract

Each row must include at least:

  • paper_id
  • title
  • year
  • url
  • decision
  • reason
  • reason_codes
  • reviewer
  • decided_at

Script boundary

scripts/run.py should:

  • parse protocol clauses
  • choose the current candidate pool
  • emit one deterministic row per candidate

It should not invent new protocol rules.

Acceptance

  • output exists
  • every candidate has one row
  • every row has decision plus protocol-grounded reason code

Non-goals

  • full-text extraction
  • synthesis writing

WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/screening-manager commit fdcfeab70b

Frequently asked questions

npx skillmds add willoscar/screening-manager