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Mediation Analysis

Everything on Aqrab tagged Mediation Analysis — grouped into one landing page so readers can go deeper by problem family instead of bouncing around the archive blind.

Causal InferenceMediation AnalysisMethods Critique

Treatment-Induced Mediator-Outcome Confounding: When Mediation Analysis Starts Chasing the Consequences of Treatment

A practical guide to treatment-induced mediator-outcome confounding for clinical researchers. Covers why natural direct and indirect effects fail when treatment changes later severity, toxicity, adherence, or surveillance that affect both the mediator and outcome.

2026-06-18·16 min read
Causal InferenceMediation AnalysisMechanisms

Mediation Analysis: When You Want the Mechanism, Not Just the Effect

A practical guide to mediation analysis for clinical researchers. Covers direct and indirect effects, mediator-outcome confounding, treatment-induced confounding, interventional effects, and why most mediator-adjusted regressions are wrong.

2026-04-08·16 min read

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Causal InferenceMechanismsMethods CritiqueAI-Assisted ResearchBias DiagnosticsBiomarkersCase-Crossover DesignCausal FrameworkClinical AIClinical EpidemiologyClinical OutcomesClinical Trials