Time-Varying GPS and Propensity Process Sample Clauses

Time-Varying GPS and Propensity Process. Inclusion of time-varying covariates in the Xxx PH model allows for the evaluation of the GPS at the time of treatment and the entire Propensity Process from the baseline to the time of treatment, and hence the removal of selection bias due to unbalanced time-varying covariates. The model, pre- sented in equation (3.4), incorporates both the covariates that are measured at baseline and remain static over time (X1), as well as those that have repeated measurements over time (X2(t)). T V,1 hT V (t|X(t)) = h0(t)exp .βT X1 + β T T V,2 X2(t)Σ . (3.4) ^ ^ We denote the parameter estimates by βT V,1 and βT V,2. We use model (3.4) with time-dependent covariates to define the estimated GPS and the estimated Propensity Process for matching. For subject i, the estimated GPS is defined as the the linear predictor of this model evaluated at the time of treatment, T T ^ ^
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