Topic: The Parametric g-Formula

Worked Example With Continuous Confounding

Worked Example With Time-Varying Confounding

Why G-Computation Does Not Model Treatment Assignment

Survival Curves From Simulated Event Histories

Simulating Counterfactual Longitudinal Trajectories

Sensitivity Analysis Across Model Specifications

Sequential Integration and Forward Simulation

Regime-Specific Counterfactual Means

Regime-Specific Risks at Fixed Follow-Up Times

Restricted Mean Survival Under Treatment Regimes