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 …

Mediation analysis with multiple mediators

T VanderWeele, S Vansteelandt - Epidemiologic methods, 2014 - degruyter.com
Recent advances in the causal inference literature on mediation have extended traditional
approaches to direct and indirect effects to settings that allow for interactions and non …

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 …

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 …

Interventional effects for mediation analysis with multiple mediators

S Vansteelandt, RM Daniel - Epidemiology, 2017 - journals.lww.com
The mediation formula for the identification of natural (in) direct effects has facilitated
mediation analyses that better respect the nature of the data, with greater consideration of …

Assessing natural direct and indirect effects through multiple pathways

T Lange, M Rasmussen… - American journal of …, 2014 - academic.oup.com
Within the fields of epidemiology, interventions research and social sciences researchers
are often faced with the challenge of decomposing the effect of an exposure into different …

Practical guidance for conducting mediation analysis with multiple mediators using inverse odds ratio weighting

QC Nguyen, TL Osypuk, NM Schmidt… - American journal of …, 2015 - academic.oup.com
Despite the recent flourishing of mediation analysis techniques, many modern approaches
are difficult to implement or applicable to only a restricted range of regression models. This …

Mediation analysis with intermediate confounding: structural equation modeling viewed through the causal inference lens

BL De Stavola, RM Daniel… - American journal of …, 2015 - academic.oup.com
The study of mediation has a long tradition in the social sciences and a relatively more
recent one in epidemiology. The first school is linked to path analysis and structural equation …

Odds ratios for mediation analysis for a dichotomous outcome

TJ VanderWeele, S Vansteelandt - American journal of …, 2010 - academic.oup.com
For dichotomous outcomes, the authors discuss when the standard approaches to mediation
analysis used in epidemiology and the social sciences are valid, and they provide …

Medflex: an R package for flexible mediation analysis using natural effect models

J Steen, T Loeys, B Moerkerke… - Journal of Statistical …, 2017 - jstatsoft.org
Mediation analysis is routinely adopted by researchers from a wide range of applied
disciplines as a statistical tool to disentangle the causal pathways by which an exposure or …