screening-manager

name	screening-manager
description	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）。

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