The paper introduces counterfactual strata effects to identify causal estimands under missing exposures, missing baseline outcomes, and missing follow-up outcomes, demonstrated on the SEARCH-TB study with TMLE and Super Learner.
The Causal Roadmap in the age of AI: from all wheel drive to formula 1
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Causal Inference with Missing Exposures and Missing Outcomes
The paper introduces counterfactual strata effects to identify causal estimands under missing exposures, missing baseline outcomes, and missing follow-up outcomes, demonstrated on the SEARCH-TB study with TMLE and Super Learner.