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Published in 2020 at "Statistics in medicine"
DOI: 10.1002/sim.8485
Abstract: Mediation analyses can help us to understand the biological mechanism in which an exposure or treatment affects an outcome. Single mediator analyses have been used in various applications, but may not be appropriate for analyzing…
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Keywords:
outcome;
mediation;
path specific;
sequentially ordered ... See more keywords
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Published in 2022 at "Statistics in Medicine"
DOI: 10.1002/sim.9624
Abstract: It is often of interest in the health and social sciences to investigate the joint mediation effects of multiple post‐exposure mediating variables. Identification of such joint mediation effects generally require no unmeasured confounding of the…
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Keywords:
multiple mediators;
outcome;
unmeasured mediator;
mediation ... See more keywords
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Published in 2018 at "American journal of epidemiology"
DOI: 10.1093/aje/kwx355
Abstract: Mediation analysis allows decomposing a total effect into a direct effect of the exposure on the outcome and an indirect effect operating through a number of possible hypothesized pathways. Recent studies have provided formal definitions…
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Keywords:
presence multiple;
effect;
total effect;
decomposition total ... See more keywords
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Published in 2017 at "Epidemiology"
DOI: 10.1097/ede.0000000000000596
Abstract: 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 the need for confounding control. The default assumptions on…
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Keywords:
direct effects;
mediation analysis;
mediation;
interventional effects ... See more keywords
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Published in 2022 at "Statistical Methods in Medical Research"
DOI: 10.1177/09622802221104239
Abstract: Causal multimediation analysis (i.e. the causal mediation analysis with multiple mediators) is critical for understanding the effectiveness of interventions, especially in medical research. Deriving the path-specific effects of exposure on the outcome through a set…
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Keywords:
multiple mediators;
outcome;
path specific;
path ... See more keywords