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Key technology and multi-directional decomposition method of the causal mediation effect analysis
Sichuan jingshen weisheng, 2022 The purpose of this paper was to introduce five key techniques and the multi-directional decomposition methods of effect components in the analysis of causal mediation effects.
Hu Chunyan, Hu Liangping
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JAMA, 2019 In a 2018 study published in JAMA Network Open, Silverstein et al1 used mediation analysis to investigate how a problem-solving educational program prevented depressive symptoms in low-income mothers. Using data from a randomized trial, the authors tested 8 plausible mechanisms by which the intervention could have its effects.
Lee, H, Herbert, R, McAuley, J
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A computational description of simple mediation analysis [PDF]
Tutorials in Quantitative Methods for Psychology, 2018 Simple mediation analysis is an increasingly popular statistical analysis in psychology and in other social sciences. However, there is very few detailed account of the computations within the model.
Caron, Pier-Olivier, Valois, Philippe
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Generalized Causal Mediation Analysis [PDF]
Biometrics, 2011 The goal of mediation analysis is to assess direct and indirect effects of a treatment or exposure on an outcome. More generally, we may be interested in the context of a causal model as characterized by a directed acyclic graph (DAG), where mediation via a specific path from exposure to outcome may involve an arbitrary number of links (or "stages ...
Albert, Jeffrey M., Nelson, Suchitra
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Translating Mediation Guidance into Practice: Commentary on the UN Guidance for Effective Mediation by the Mediation Support Network [PDF]
, 2012 This is a short monograph that summarizes a series of meetings of the Mediation Support Network (MSN), a network of primarily non-governmental organizations (NGOs) that support mediation in peace negotiations.
Dziatkowiec, Paul +11 more
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, 2021 AbstractMediation occurs when a third variable, referred to as a mediator construct, intervenes between two other directly related constructs. More precisely, a change in the exogenous construct results in a change of the mediator construct, which in turn changes the endogenous construct. The mediator analysis evaluates the factors related to the cause–
Joseph F. Hair +5 more
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Journal of Microbiology & Biology Education, 2021 Advancing the field of discipline-based education research (DBER) requires developing theories based on outcomes that integrate across multiple methodologies.
Cissy J. Ballen, Shima Salehi
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Semiotics of mediation. Theses
Sign Systems Studies, 2012 Semiotics of mediation is based on comparative analysis of mediation processes, on typology of forms of mediation and on the subsequent complementary analysis of culture.
Peeter Torop
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PLoS Genetics, 2023 Epigenetic researchers often evaluate DNA methylation as a potential mediator of the effect of social/environmental exposures on a health outcome. Modern statistical methods for jointly evaluating many mediators have not been widely adopted.
Dylan Clark-Boucher +6 more
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Mediation Analysis With Multiple Versions of the Mediator [PDF]
Epidemiology, 2012 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. However, these definitions presuppose well-defined hypothetical interventions on the mediator.
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