Under the independent mechanisms assumption, survivor average causal effects and conditional separable effects are identified without adjustment for common causes of the post-treatment event and the outcome.
ICH E9(R1): Addendum on Estimands and Sensitivity Analysis in Clini- cal Trials to the Guideline on Statistical Principles for Clinical Trials
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Effects conditional on post-treatment events generated by independent mechanisms
Under the independent mechanisms assumption, survivor average causal effects and conditional separable effects are identified without adjustment for common causes of the post-treatment event and the outcome.