Time-Varying Confounding
Everything on Aqrab tagged Time-Varying Confounding — grouped into one landing page so readers can go deeper by problem family instead of bouncing around the archive blind.
Time-Varying Confounding: When Yesterday's Treatment Changes Today's Confounder
A practical guide to time-varying confounding for clinical researchers. Covers treatment-confounder feedback, why ordinary regression fails, and how MSMs, g-methods, and target trial logic handle evolving treatment decisions.
Marginal Structural Models: A Practical Guide for Clinical Researchers
How MSMs use stabilized inverse probability weights to handle time-varying confounders — the ones that change over time and are affected by prior treatment. Covers weight estimation, model fitting, clinical examples, and common pitfalls.
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