Intervention treatment distributions that depend on the observed treatment process and model double robustness in causal survival analysis
依赖观测处理过程的干预分布与因果生存分析中的模型双重稳健性
The generalized g-formula can be used to estimate the probability of survival under a sustained treatment strategy. When treatment strategies are deterministic, estimators derived from the so-called efficient influence function (EIF) for the g-formula will be doubly robust to model misspecification. In recent years, several practical applications have motivated estimation of the g-formula under non-deterministic treatment strategies where treatment assignment at each time…