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G-Estimation

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

Causal InferenceG-EstimationLongitudinal Data

G-Estimation: The Causal Method You Reach For When Time-Varying Confounding Breaks Regression

A practical guide to g-estimation and structural nested models for clinical researchers. Covers treatment-confounder feedback, blipped-down outcomes, identifying assumptions, and when g-estimation beats naive longitudinal regression or unstable weights.

2026-04-07·17 min read

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Causal InferenceLongitudinal DataAI-Assisted ResearchBias DiagnosticsBiomarkersCase-Crossover DesignCausal FrameworkClinical AIClinical EpidemiologyClinical OutcomesClinical TrialsClinical Utility