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name: screening-manager description: | Manage title/abstract screening and record decisions into papers/screening_log.csv according to an approved protocol. Trigger: screening, title/abstract screening, inclusion/exclusion, screening_log.csv, 文献筛选, 纳入排除. Use when: systematic review 的 screening 阶段（C2），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 (title/abstract screening)

Goal: produce an auditable screening log that can be traced back to the protocol.

Inputs

Required:

• output/PROTOCOL.md

Optional candidate pools (choose one if available):

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

Outputs

• papers/screening_log.csv

Output schema (recommended)

Columns (minimum viable):

• paper_id
• title
• year
• url
• decision (include|exclude)
• reason (short, protocol-grounded)
• reviewer (HUMAN|CODEX)
• decided_at (ISO date/time)
• notes (optional)

Workflow

1. Read output/PROTOCOL.md and extract:

   • inclusion criteria
   • exclusion criteria
   • time window
   • any mandatory outcomes/metrics

2. Choose a candidate list

   • If a papers/*.jsonl or papers/core_set.csv exists, use it as the row source.
   • Otherwise, ask the user for the candidate list format and load it into the workspace first.

3. Screen each candidate deterministically

   • Decide include only when the title/abstract clearly satisfies inclusion and does not trigger exclusion.
   • If information is insufficient, decide exclude and state the missing requirement explicitly in reason.

4. Write papers/screening_log.csv

   • One row per candidate.
   • Reasons must map to protocol clauses (avoid generic “not relevant”).

5. Quick QA

   • Check every row has decision + reason.
   • Spot-check that include rows satisfy the protocol.

Definition of Done

• papers/screening_log.csv exists and covers all candidates.
• Every row has a decision + protocol-grounded reason.

Troubleshooting

Issue: you do not have a candidate pool file

Fix:

• Import/export the candidate list into one of: papers/papers_raw.jsonl, papers/papers_dedup.jsonl, or papers/core_set.csv, then rerun screening.

Issue: too many borderline cases

Fix:

• Tighten output/PROTOCOL.md with more operational inclusion/exclusion rules (then re-screen for consistency).