Clarifying causal mediation analysis: Effect identification via three assumptions and five potential outcomes

Causal mediation analysis is complicated with multiple effect definitions that require different sets of assumptions for identification. This article provides a systematic explanation of such assumptions. We define five potential outcome types whose means are involved in various effect definitions....

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Bibliographic Details
Main Authors: Nguyen Trang Quynh, Schmid Ian, Ogburn Elizabeth L., Stuart Elizabeth A.
Format: Article
Language:English
Published: De Gruyter 2022-09-01
Series:Journal of Causal Inference
Subjects:
Online Access:https://doi.org/10.1515/jci-2021-0049