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On the identification of individual level pleiotropic, pure direct, and principal stratum direct effects without cross world assumptions

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The analysis of natural direct and principal stratum direct effects has a controversial history in statistics and causal inference as these effects are commonly identified with either untestable cross world independence or graphical assumptions. This article d... ...