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Introduction to Mediation Analysis and Examples of Its Application to Real-world Data

Traditional epidemiological assessments, which mainly focused on evaluating the statistical association between two major components-the exposure and outcome-have recently evolved to ascertain the in-between process, which can explain the underlying causal pathway. Mediation analysis has emerged as...

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Autor principal: Jung, Sun Jae
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Society for Preventive Medicine 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8190553/
https://www.ncbi.nlm.nih.gov/pubmed/34092062
http://dx.doi.org/10.3961/jpmph.21.069
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author Jung, Sun Jae
author_facet Jung, Sun Jae
author_sort Jung, Sun Jae
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description Traditional epidemiological assessments, which mainly focused on evaluating the statistical association between two major components-the exposure and outcome-have recently evolved to ascertain the in-between process, which can explain the underlying causal pathway. Mediation analysis has emerged as a compelling method to disentangle the complex nature of these pathways. The statistical method of mediation analysis has evolved from simple regression analysis to causal mediation analysis, and each amendment refined the underlying mathematical theory and required assumptions. This short guide will introduce the basic statistical framework and assumptions of both traditional and modern mediation analyses, providing examples conducted with real-world data.
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spelling pubmed-81905532021-06-17 Introduction to Mediation Analysis and Examples of Its Application to Real-world Data Jung, Sun Jae J Prev Med Public Health Special Article Traditional epidemiological assessments, which mainly focused on evaluating the statistical association between two major components-the exposure and outcome-have recently evolved to ascertain the in-between process, which can explain the underlying causal pathway. Mediation analysis has emerged as a compelling method to disentangle the complex nature of these pathways. The statistical method of mediation analysis has evolved from simple regression analysis to causal mediation analysis, and each amendment refined the underlying mathematical theory and required assumptions. This short guide will introduce the basic statistical framework and assumptions of both traditional and modern mediation analyses, providing examples conducted with real-world data. Korean Society for Preventive Medicine 2021-05 2021-05-07 /pmc/articles/PMC8190553/ /pubmed/34092062 http://dx.doi.org/10.3961/jpmph.21.069 Text en Copyright © 2021 The Korean Society for Preventive Medicine https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Special Article
Jung, Sun Jae
Introduction to Mediation Analysis and Examples of Its Application to Real-world Data
title Introduction to Mediation Analysis and Examples of Its Application to Real-world Data
title_full Introduction to Mediation Analysis and Examples of Its Application to Real-world Data
title_fullStr Introduction to Mediation Analysis and Examples of Its Application to Real-world Data
title_full_unstemmed Introduction to Mediation Analysis and Examples of Its Application to Real-world Data
title_short Introduction to Mediation Analysis and Examples of Its Application to Real-world Data
title_sort introduction to mediation analysis and examples of its application to real-world data
topic Special Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8190553/
https://www.ncbi.nlm.nih.gov/pubmed/34092062
http://dx.doi.org/10.3961/jpmph.21.069
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