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Anaes SAQsMeasurement & monitoring physics

Anaes SAQs · Measurement & monitoring physics

Bias and confounding in clinical research

Primary — bias as systematic error distinct from random error/chance; five bias types (selection, performance, detection, attrition, reporting) each with its defence; confounder definition (associated with both exposure and outcome, not on the causal pathway); confounding versus effect modification; design-phase control (randomisation the only method covering unknown confounders, restriction, matching, stratification); analysis-phase control (multivariable regression, propensity-score matching); residual confounding and why RCTs sit atop the hierarchy.

10 marks10 min2 min readVerification in progress

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ANZCAFRCAABAEDAIC
Prompt
Define bias and distinguish it from random error. Outline the principal types of bias, the methods used to minimise each, and the design- and analysis-phase methods used to control confounding.

Question

Define bias and distinguish it from random error. Outline the principal types of bias, the methods used to minimise each, and the design- and analysis-phase methods used to control confounding.

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References5ShowHide
  1. [1]Liu H, et al. Risk factors and prognosis of postoperative hepatic dysfunction after Stanford type A aortic dissection repair: a systematic review and meta-analysis. J Cardiothorac Surg, 2026.PMID 42363187
  2. [3]Peng K, et al. Safety of biologic and targeted synthetic disease-modifying antirheumatic drugs in rheumatoid arthritis: a longitudinal analysis. Drug Saf, 2026.PMID 42360669
  3. [5]Khan Z, et al. Does early surgical intervention for type II dens fractures improve survival in octogenarians? A propensity-matched analysis. Br J Neurosurg, 2026.PMID 42364088
  4. [8]Yang Z, et al. Effects of acupuncture on cancer-related fatigue and quality of life in breast cancer survivors: a systematic review and meta-analysis of randomised controlled trials. Medicine, 2026.PMID 42363469
  5. [42364089]Bersten AD, Soni N (eds) Oh's Intensive Care Manual. 8th edition, Elsevier, 2018.
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