Literature DB >> 24885338

Interpretation and identification of causal mediation.

Judea Pearl1.   

Abstract

This article reviews the foundations of causal mediation analysis and offers a general and transparent account of the conditions necessary for the identification of natural direct and indirect effects, thus facilitating a more informed judgment of the plausibility of these conditions in specific applications. I show that the conditions usually cited in the literature are overly restrictive and can be relaxed substantially without compromising identification. In particular, I show that natural effects can be identified by methods that go beyond standard adjustment for confounders, applicable to observational studies in which treatment assignment remains confounded with the mediator or with the outcome. These identification conditions can be validated algorithmically from the diagrammatic description of one's model and are guaranteed to produce unbiased results whenever the description is correct. The identification conditions can be further relaxed in parametric models, possibly including interactions, and permit one to compare the relative importance of several pathways, mediated by interdependent variables. PsycINFO Database Record (c) 2014 APA, all rights reserved

Mesh:

Year:  2014        PMID: 24885338     DOI: 10.1037/a0036434

Source DB:  PubMed          Journal:  Psychol Methods        ISSN: 1082-989X


  61 in total

1.  The role of alcohol-induced blackouts in symptoms of depression among young adults.

Authors:  Mary Beth Miller; Angelo M DiBello; Jennifer E Merrill; Clayton Neighbors; Kate B Carey
Journal:  Drug Alcohol Depend       Date:  2020-04-23       Impact factor: 4.492

2.  Indirect Effects in Sequential Mediation Models: Evaluating Methods for Hypothesis Testing and Confidence Interval Formation.

Authors:  Davood Tofighi; Ken Kelley
Journal:  Multivariate Behav Res       Date:  2019-06-10       Impact factor: 5.923

3.  Striatal iron content predicts its shrinkage and changes in verbal working memory after two years in healthy adults.

Authors:  Ana M Daugherty; E Mark Haacke; Naftali Raz
Journal:  J Neurosci       Date:  2015-04-29       Impact factor: 6.167

4.  Social Network Mediation Analysis: A Latent Space Approach.

Authors:  Haiyan Liu; Ick Hoon Jin; Zhiyong Zhang; Ying Yuan
Journal:  Psychometrika       Date:  2020-12-21       Impact factor: 2.500

5.  High-dimensional multivariate mediation with application to neuroimaging data.

Authors:  Oliver Y Chén; Ciprian Crainiceanu; Elizabeth L Ogburn; Brian S Caffo; Tor D Wager; Martin A Lindquist
Journal:  Biostatistics       Date:  2018-04-01       Impact factor: 5.899

6.  SAS® Macros for Computing the Mediated Effect in the Pretest-Posttest Control Group Design.

Authors:  Matthew J Valente; David P MacKinnon
Journal:  SAS Glob Forum       Date:  2017

Review 7.  Directed Acyclic Graphs for Oral Disease Research.

Authors:  A A Akinkugbe; S Sharma; R Ohrbach; G D Slade; C Poole
Journal:  J Dent Res       Date:  2016-03-21       Impact factor: 6.116

8.  Causal mediation analysis on failure time outcome without sequential ignorability.

Authors:  Cheng Zheng; Xiao-Hua Zhou
Journal:  Lifetime Data Anal       Date:  2016-07-27       Impact factor: 1.588

9.  Sensitivity Analysis of the No-Omitted Confounder Assumption in Latent Growth Curve Mediation Models.

Authors:  Davood Tofighi; Yu-Yu Hsiao; Eric S Kruger; David P MacKinnon; M Lee Van Horn; Katie A Witkiewitz
Journal:  Struct Equ Modeling       Date:  2018-09-11       Impact factor: 6.125

10.  Accumulation of iron in the putamen predicts its shrinkage in healthy older adults: A multi-occasion longitudinal study.

Authors:  Ana M Daugherty; Naftali Raz
Journal:  Neuroimage       Date:  2015-12-30       Impact factor: 6.556

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