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 …

[HTML][HTML] 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 …

Mediational E-values: approximate sensitivity analysis for unmeasured mediator–outcome confounding

LH Smith, TJ VanderWeele - Epidemiology, 2019 - journals.lww.com
Background: Mediation analysis is a powerful tool for understanding mechanisms, but
conclusions about direct and indirect effects will be invalid if there is unmeasured …

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 …

Flexible mediation analysis with multiple mediators

J Steen, T Loeys, B Moerkerke… - American journal of …, 2017 - academic.oup.com
The advent of counterfactual-based mediation analysis has triggered enormous progress on
how, and under what assumptions, one may disentangle path-specific effects upon …

[HTML][HTML] Statistical mediation analysis for models with a binary mediator and a binary outcome: the differences between causal and traditional mediation analysis

JJM Rijnhart, MJ Valente, HL Smyth, DP MacKinnon - Prevention Science, 2021 - Springer
Mediation analysis is an important statistical method in prevention research, as it can be
used to determine effective intervention components. Traditional mediation analysis defines …

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 …

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 …

G-computation demonstration in causal mediation analysis

A Wang, OA Arah - European journal of epidemiology, 2015 - Springer
Recent work has considerably advanced the definition, identification and estimation of
controlled direct, and natural direct and indirect effects in causal mediation analysis. Despite …

Causal mediation analysis for longitudinal data with exogenous exposure

MAC Bind, TJ Vanderweele, BA Coull… - Biostatistics, 2016 - academic.oup.com
Mediation analysis is a valuable approach to examine pathways in epidemiological
research. Prospective cohort studies are often conducted to study biological mechanisms …