Under an 'independent mechanisms' assumption, conditional separable effects and survivor average causal effects are identified by the treatment–outcome association restricted to event-free individuals, without measuring common causes of the event and outcome.
Identified versus interesting causal effects in fertility trials and other settings with competing or truncation events
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Effects conditional on post-treatment events generated by independent mechanisms
Under an 'independent mechanisms' assumption, conditional separable effects and survivor average causal effects are identified by the treatment–outcome association restricted to event-free individuals, without measuring common causes of the event and outcome.