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name: bias-assessor
description: |
Add bias/risk-of-bias assessment fields to an extraction table and populate them consistently.
Trigger: bias, risk-of-bias, RoB, evidence quality, 偏倚评估, 证据质量.
Use when: systematic review 已生成

bias-assessor
by WILLOSCAR
Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
⭐ 83🍴 10📅 Jan 24, 2026
SKILL.md
name: bias-assessor
description: |
Add bias/risk-of-bias assessment fields to an extraction table and populate them consistently.
Trigger: bias, risk-of-bias, RoB, evidence quality, 偏倚评估, 证据质量.
Use when: systematic review 已生成 papers/extraction_table.csv,需要在 synthesis 前补齐偏倚/质量字段。
Skip if: 不是 systematic review,或还没有 papers/extraction_table.csv。
Network: none.
Guardrail: 使用简单可复核刻度(low/unclear/high)+ 简短 notes;保持字段一致性。
Bias Assessor (risk-of-bias, lightweight)
Goal: make evidence quality explicit in a way that is quick, consistent, and auditable.
Inputs
papers/extraction_table.csv
Outputs
- Updated
papers/extraction_table.csv
Recommended fields
Use a simple 3-level scale (all lowercase): low | unclear | high.
Suggested columns to add (if missing):
rob_selectionrob_measurementrob_confoundingrob_reportingrob_overallrob_notes
Workflow
- Read
papers/extraction_table.csvand identify the set of included studies. - If RoB columns are missing, add them (keep names stable once introduced).
- For each study, fill each RoB domain:
low: design/reporting plausibly controls the biasunclear: not enough information to judgehigh: clear risk (e.g., missing controls, ambiguous measurement, selective reporting)
- Set
rob_overallconservatively:highif any domain ishighunclearif nohighbut at least oneunclearlowonly if all domains arelow
- Add 1–3 short notes in
rob_notesthat justify the rating.
Definition of Done
- Every included paper row has all RoB columns filled.
- Values are strictly from
low|unclear|high(no free-form scale drift). - Notes are short and specific (what was missing / what was strong).
Troubleshooting
Issue: the table has mixed or inconsistent RoB column names
Fix:
- Normalize to the recommended column names and keep a single set across all rows.
Issue: the paper lacks enough methodological detail
Fix:
- Prefer
unclearwith a concrete note (“no details on X”) rather than guessing.
Score
Total Score
70/100
Based on repository quality metrics
✓SKILL.md
SKILL.mdファイルが含まれている
+20
○LICENSE
ライセンスが設定されている
0/10
✓説明文
100文字以上の説明がある
+10
○人気
GitHub Stars 100以上
0/15
✓最近の活動
1ヶ月以内に更新
+10
✓フォーク
10回以上フォークされている
+5
✓Issue管理
オープンIssueが50未満
+5
✓言語
プログラミング言語が設定されている
+5
✓タグ
1つ以上のタグが設定されている
+5
Reviews
💬
Reviews coming soon

