Understanding how digital mental health interventions can be optimised to improve longer term sustainability: Findings from a causal mediation analysis of the CONEMO trials. [PDF]
Seward N +7 more
europepmc +1 more source
Causal mediation analysis of a randomised controlled trial in China: evaluating whether the pay-it-forward strategy increases HPV vaccine uptake by reducing vaccine delay intention and increasing vaccine confidence. [PDF]
Lu Y +8 more
europepmc +1 more source
Mechanisms of Antihypertensive Effect of Chlorthalidone in Advanced Chronic Kidney Disease: A Causal Mediation Analysis. [PDF]
Agarwal R, Sinha AD, Tu W.
europepmc +1 more source
Causal Mediation Analysis [PDF]
Estimating the mechanisms that connect explanatory variables with the explained variable, also known as “mediation analysis,” is central to a variety of social-science fields, especially psychology, and increasingly to fields like epidemiology. Recent work on the statistical methodology behind mediation analysis points to limitations in earlier methods.
Dustin Tingley
exaly +7 more sources
Meaningful Mediation Analysis: Plausible Causal Inference and Informative Communication
Statistical mediation analysis has become the technique of choice in consumer research to make causal inferences about the influence of a treatment on an outcome via one or more mediators.
Rik Pieters
exaly +2 more sources
IDENTIFYING MECHANISMS BEHIND POLICY INTERVENTIONS VIA CAUSAL MEDIATION ANALYSIS [PDF]
Causal analysis in program evaluation has primarily focused on the question about whether or not a program, or package of policies, has an impact on the targeted outcome of interest.
Dustin Tingley, Luke Keele
exaly +2 more sources
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Causal mediation analysis with latent subgroups
Statistics in Medicine, 2021In biomedical studies, the causal mediation effect might be heterogeneous across individuals in the study population due to each study subject's unique characteristics. While individuals' mediation effects may differ from each other, it is often reasonable and more interpretable to assume that individuals belong to several distinct latent subgroups ...
WenWu Wang +4 more
openaire +3 more sources
Bayesian Causal Mediation Analysis with Latent Mediators and Survival Outcome
This study develops a joint modeling approach that incorporates latent traits into causal mediation analysis with multiple mediators and a survival outcome. A linear structural equation model is used to characterize the latent mediators with several highly correlated observable surrogates and depicts the relationships among multiple parallel or ...
Xinyuan Song
exaly +2 more sources

