Mediation analysis: a practitioner's guide

TJ VanderWeele - Annual review of public health, 2016 - annualreviews.org
This article provides an overview of recent developments in mediation analysis, that is,
analyses used to assess the relative magnitude of different pathways and mechanisms by …

Advances in mediation analysis: A survey and synthesis of new developments

KJ Preacher - Annual review of psychology, 2015 - annualreviews.org
Mediation processes are fundamental to many classic and emerging theoretical paradigms
within psychology. Innovative methods continue to be developed to address the diverse …

Mediation analysis in epidemiology: methods, interpretation and bias

L Richiardi, R Bellocco, D Zugna - International journal of …, 2013 - academic.oup.com
In epidemiological studies it is often necessary to disentangle the pathways that link an
exposure to an outcome. Typically the aim is to identify the total effect of the exposure on the …

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

TQ Nguyen, I Schmid, EA Stuart - Psychological methods, 2021 - psycnet.apa.org
The incorporation of causal inference in mediation analysis has led to theoretical and
methodological advancements—effect definitions with causal interpretation, clarification of …

A unification of mediation and interaction: a 4-way decomposition

TJ VanderWeele - Epidemiology, 2014 - journals.lww.com
The overall effect of an exposure on an outcome, in the presence of a mediator with which
the exposure may interact, can be decomposed into 4 components:(1) the effect of the …

[LIVRE][B] Introduction to mediation, moderation, and conditional process analysis: A regression-based approach

AF Hayes - 2017 - books.google.com
Page 1 Introduction to SECOND EDITION Mediation, Moderation, and Conditional Process
Analysis | A Regression-Based Approach : .. X W MW M Y : Andrew F. Hayes Page 2 ebook …

Making apples from oranges: Comparing noncollapsible effect estimators and their standard errors after adjustment for different covariate sets

R Daniel, J Zhang, D Farewell - Biometrical Journal, 2021 - Wiley Online Library
We revisit the well‐known but often misunderstood issue of (non) collapsibility of effect
measures in regression models for binary and time‐to‐event outcomes. We describe an …

A simple unified approach for estimating natural direct and indirect effects

T Lange, S Vansteelandt… - American journal of …, 2012 - academic.oup.com
An important problem within both epidemiology and many social sciences is to break down
the effect of a given treatment into different causal pathways and to quantify the importance …

Causal mediation analysis with survival data

TJ VanderWeele - Epidemiology, 2011 - journals.lww.com
In the last few years, there have been a number of papers develo** methods for mediation
analysis from a counterfactual perspective, building on some of the original insights of …

Mediation analysis with time varying exposures and mediators

TJ VanderWeele… - Journal of the Royal …, 2017 - academic.oup.com
We consider causal mediation analysis when exposures and mediators vary over time. We
give non-parametric identification results, discuss parametric implementation and also …