Insights into the cross-world independence assumption of causal mediation analysis

RM Andrews, V Didelez - Epidemiology, 2021 - journals.lww.com
Causal mediation analysis is a useful tool for epidemiologic research, but it has been
criticized for relying on a “cross-world” independence assumption that counterfactual …

Estimation of natural indirect effects robust to unmeasured confounding and mediator measurement error

IR Fulcher, X Shi, EJT Tchetgen - Epidemiology, 2019 - journals.lww.com
The use of causal mediation analysis to evaluate the pathways by which an exposure affects
an outcome is widespread in the social and biomedical sciences. Recent advances in this …

Longitudinal mediation analysis using natural effect models

MN Mittinty, S Vansteelandt - American Journal of Epidemiology, 2020 - academic.oup.com
Mediation analysis is concerned with the decomposition of the total effect of an exposure on
an outcome into the indirect effect, through a given mediator, and the remaining direct effect …

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 …

Mediation analysis with multiple versions of the mediator

TJ VanderWeele - Epidemiology, 2012 - journals.lww.com
The causal inference literature has provided definitions of direct and indirect effects based
on counterfactuals that generalize the approach found in the social science literature …

Effect decomposition in the presence of an exposure-induced mediator-outcome confounder

TJ VanderWeele, S Vansteelandt, JM Robins - Epidemiology, 2014 - journals.lww.com
Methods from causal mediation analysis have generalized the traditional approach to direct
and indirect effects in the epidemiologic and social science literature by allowing for …

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 …

[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 …

Understanding interventional effects: a more natural approach to mediation analysis?

M Moreno-Betancur, JB Carlin - Epidemiology, 2018 - journals.lww.com
The causal mediation literature has mainly focused on “natural effects” as measures of
mediation, but these have been criticized for their reliance on empirically unverifiable …

Distribution-free mediation analysis for nonlinear models with confounding

JM Albert - Epidemiology, 2012 - journals.lww.com
Recently, researchers have used a potential-outcome framework to estimate causally
interpretable direct and indirect effects of an intervention or exposure on an outcome. One …