CKO-021AI Across the Review WorkflowEmerging evidenceHigh risk

Can AI assess risk of bias?

AI may assist with risk of bias assessment, but human judgement remains essential.

In more detail

Risk of bias assessment involves nuanced methodological interpretation. AI may help identify relevant text and suggest ratings, but current systems do not reliably replace expert judgement. Human reviewers should remain responsible for final assessments.

Why it matters

Risk of bias assessments influence confidence in evidence.

Decision rule

Use AI to support, not replace, methodological judgement.

Common misconception

  • “Risk of bias assessment is purely a classification task.”

At a glance

Evidence strength
Emerging
Risk category
High

Related concepts

Critical AppraisalHuman Oversight Judgement
Key takeaway

Judgement-heavy tasks require strong human involvement.

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