All functions

ccohort

Simulated Data for the Comprehensive Cohort

comprehensivecohort comprehensivecohort-package

comprehensivecohort: Inferring causal effects in comprehensive cohort studies

est_psi()

One-step, split sample estimator for E[Y(t)], E[Y(t)|R=1], E[Y(t)|R=0], Estimates study-specific and overall outcome means (and difference from baseline) using cross-fitting with single index models (SIMs) and nuisance models for treatment and outcome missingness (mgcv::gam). The function also computes influence-function-based variances, confidence intervals, and optional truncated influence-function diagnostics.

est_psi_exchange()

One-step, split sample estimator for E[Y(t)], E[Y(t)|R=0], under sensitivity analysis for exchangability assumption