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screening-manager

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

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Screening Manager

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