Detection biasResearch

Systematic difference in how outcomes are measured or verified between comparison groups.

Detection bias (also called ascertainment bias) occurs when outcome assessment is influenced by knowledge of which group a participant is in, leading to differential measurement, diagnosis, or classification of outcomes across arms. It is most effectively controlled by blinding outcome assessors and using standardised, objective measurement criteria; risk is highest when outcomes are subjective (e.g., pain ratings, clinician-judged healing) rather than hard endpoints (e.g., mortality, imaging-confirmed fracture). Some frameworks group detection bias under the broader umbrella of measurement or observer bias, so terminology varies between appraisal tools.

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This guide was auto-drafted and is pending editorial review.