Applied mediation analyses - a review and tutorial (original) (raw)

Causal mediation analysis in the context of clinical research

Sven Van Poucke

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Generalized causal mediation and path analysis: Extensions and practical considerations

Jang-ik Cho

Statistical Methods in Medical Research, 2018

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A statistical method frequently used in clinical research in recent years: Causal mediation analysis

MERAL YAY

Turkish Journal of Thoracic and Cardiovascular Surgery

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Supplemental material for Generalized causal mediation and path analysis: Extensions and practical considerations

Jang-ik Cho

2018

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The Correspondence Between Causal and Traditional Mediation Analysis: the Link Is the Mediator by Treatment Interaction

David P Mackinnon

Prevention Science, 2019

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Causal Mediation Programs in R, Mplus, SAS, SPSS, and Stata

David P Mackinnon

Structural Equation Modeling: A Multidisciplinary Journal, 2020

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Review: mediation Package in R

Adam Sales

Journal of Educational and Behavioral Statistics, 2016

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Causal Mediation Analysis in the Presence of Post-treatment Confounding Variables: A Monte Carlo Simulation Study

David P Mackinnon

Frontiers in Psychology, 2020

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Applying causal mediation methods to clinical trial data: What can we learn about why our interventions (don't) work?

Danielle Van Der Windt

European Journal of Pain, 2016

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Causal Mediation Analysis in R

Dustin Tingley

2009

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Causal Mediation Analysis Using R

L. Keele

Lecture Notes in Statistics, 2009

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Exact parametric causal mediation analysis for a binary outcome with a binary mediator

Elena Stanghellini

Statistical Methods & Applications, 2021

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Mediation analysis with case-control sampling: Identification and estimation in the presence of a binary mediator

Elena Stanghellini

arXiv (Cornell University), 2022

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Med4way: a Stata command to investigate mediating and interactive mechanisms using the four-way effect decomposition

Jane Lee

International Journal of Epidemiology, 2018

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Current Directions in Mediation Analysis

David P Mackinnon

Current Directions in Psychological Science, 2009

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Statistical Mediation Analysis

Angela Pirlott, JeeWon Cheong, David P Mackinnon

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Confounding in statistical mediation analysis: What it is and how to address it

David P Mackinnon

Journal of counseling psychology, 2017

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A review of causal mediation analysis for assessing direct and indirect treatment effects

Martin Huber

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Mediation analysis for count and zero-inflated count data

Amid Ismail

Statistical methods in medical research, 2016

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Statistical Mediation Analysis for Models with a Binary Mediator and a Binary Outcome: the Differences Between Causal and Traditional Mediation Analysis

Matthew Valente

Prevention Science, 2021

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medflex: An R Package for Flexible Mediation Analysis using Natural Effect Models

Tom Loeys

Journal of Statistical Software, 2017

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Estimating Mediated Effects in Prevention Studies

David P Mackinnon

Evaluation Review, 1993

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Exact parametric causal mediation analysis for non-rare binary outcomes with binary mediators

Elena Stanghellini

arXiv (Cornell University), 2018

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Clarifying causal mediation analysis for the applied researcher: Defining effects based on what we want to learn

Trang Nguyen

Psychological Methods, 2021

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Causal Mediation Analysis with Multi-dimensional and Indirectly Observed Mediators

Ziyang Jiang

arXiv (Cornell University), 2023

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A structural modelling approach to mediators, moderators and confounders A counterfactual-free approach

Guillaume Wunsch

2013

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Bayesian inference for causal mediation effects using principal stratification with dichotomous mediators and outcomes

Trivellore Raghunathan

Biostatistics, 2010

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Developments in mediation analysis

Yasemin Kisbu-sakarya, David P Mackinnon

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Disentangling indirect effects through multiple mediators without assuming any causal structure among the mediators

Tom Loeys

2019

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Statistical Approaches for Enhancing Causal Interpretation of the M to Y Relation in Mediation Analysis

Angela Pirlott, David P Mackinnon

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Commentary: Causal Effects in Mediation Modeling: An Introduction with Applications to Latent Variables

Emil Coman

Frontiers in Psychology, 2017

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