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bias-assessor

by WILLOSCAR

bias-assessorは、other分野における実用的なスキルです。複雑な課題への対応力を強化し、業務効率と成果の質を改善します。

83🍴 10📅 2026年1月24日
GitHubで見るManusで実行

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.csvNetwork: 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

Use a simple 3-level scale (all lowercase): low | unclear | high.

Suggested columns to add (if missing):

  • rob_selection
  • rob_measurement
  • rob_confounding
  • rob_reporting
  • rob_overall
  • rob_notes

Workflow

  1. Read papers/extraction_table.csv and identify the set of included studies.
  2. If RoB columns are missing, add them (keep names stable once introduced).
  3. For each study, fill each RoB domain:
    • low: design/reporting plausibly controls the bias
    • unclear: not enough information to judge
    • high: clear risk (e.g., missing controls, ambiguous measurement, selective reporting)
  4. Set rob_overall conservatively:
    • high if any domain is high
    • unclear if no high but at least one unclear
    • low only if all domains are low
  5. Add 1–3 short notes in rob_notes that 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 unclear with a concrete note (“no details on X”) rather than guessing.

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