---
name: willoscar/screening-manager
source: https://app.decimal.ai/s/willoscar-screening-manager@1/SKILL.md
source_sha256: 91df87820b59
---

# 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