extraction-form
SKILL.md
Extraction Form (systematic review)
Goal: create a consistent, analysis-ready extraction table that is directly grounded in the protocol.
Inputs
Required:
papers/screening_log.csvoutput/PROTOCOL.md
Optional:
papers/paper_notes.jsonl(if you already have structured notes)
Outputs
papers/extraction_table.csv
Workflow
-
Determine the included set
- From
papers/screening_log.csv, collect all rows withdecision=include.
- From
-
Build/confirm the schema
- Use the extraction schema defined in
output/PROTOCOL.md. - If the protocol does not define fields yet, stop and update
output/PROTOCOL.mdfirst.
- Use the extraction schema defined in
-
Populate
papers/extraction_table.csv- One row per included paper.
- If
papers/paper_notes.jsonlexists, use it as a structured source for values/provenance (but keep the table schema governed byoutput/PROTOCOL.md). - Always include provenance columns:
paper_id,title,year,url
- For each protocol-defined field:
- fill concrete values (units explicit)
- use an explicit sentinel for unknowns (recommended: empty cell +
notes)
-
Keep it auditable
- If a value is inferred (not directly stated), mark it in a notes column.
- Do not write synthesis; only extraction.
-
Quick QA
- Ensure 1:1 coverage: included papers == extraction rows.
- Spot-check a few rows against the paper text/notes.
Definition of Done
-
papers/extraction_table.csvexists. - Every included paper from
papers/screening_log.csvhas exactly one extraction row. - Column meanings match
output/PROTOCOL.md(no ad-hoc columns without updating the protocol).
Troubleshooting
Issue: the protocol does not specify extraction fields
Fix:
- Update
output/PROTOCOL.md(extraction schema section) and re-run extraction.
Issue: extraction table mixes narrative text with fields
Fix:
- Move narrative into a
notescolumn and keep the rest as atomic values (numbers/enums/short strings).
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willoscar/resea…e-skillsGitHub Stars
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Jan 23, 2026
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