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Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM

Meta‐analytic structural equation modeling (MASEM) refers to fitting structural equation models (SEMs) (such as path models or factor models) to meta‐analytic data. Currently, fitting MASEMs may be challenging for researchers that are not accustomed to working with R software and packages. Therefore...

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Autores principales: Jak, Suzanne, Li, Hongli, Kolbe, Laura, de Jonge, Hannelies, Cheung, Mike W.‐L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8518551/
https://www.ncbi.nlm.nih.gov/pubmed/34043279
http://dx.doi.org/10.1002/jrsm.1498
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author Jak, Suzanne
Li, Hongli
Kolbe, Laura
de Jonge, Hannelies
Cheung, Mike W.‐L.
author_facet Jak, Suzanne
Li, Hongli
Kolbe, Laura
de Jonge, Hannelies
Cheung, Mike W.‐L.
author_sort Jak, Suzanne
collection PubMed
description Meta‐analytic structural equation modeling (MASEM) refers to fitting structural equation models (SEMs) (such as path models or factor models) to meta‐analytic data. Currently, fitting MASEMs may be challenging for researchers that are not accustomed to working with R software and packages. Therefore, we developed webMASEM; a web application for MASEM. This app implements the one‐stage MASEM approach, and allows users to apply MASEM in a user‐friendly way. The aim of this article is to provide a tutorial on one‐stage MASEM and a practical guide to webMASEM. We will pay specific attention to how the data should be structured and prepared for webMASEM, because mistakes in this step may lead to faulty results without receiving an error message. The use of webMASEM is illustrated with an analysis of a meta‐analytic path model in which the path coefficients are moderated by a study‐level variable, a meta‐analytic factor model in which the factor loadings are moderated by a study‐level variable, and a meta‐analytic panel model in which the effects are moderated by a study‐level variable. All used datafiles and R scripts are available online.
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spelling pubmed-85185512021-10-21 Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM Jak, Suzanne Li, Hongli Kolbe, Laura de Jonge, Hannelies Cheung, Mike W.‐L. Res Synth Methods Tutorial Meta‐analytic structural equation modeling (MASEM) refers to fitting structural equation models (SEMs) (such as path models or factor models) to meta‐analytic data. Currently, fitting MASEMs may be challenging for researchers that are not accustomed to working with R software and packages. Therefore, we developed webMASEM; a web application for MASEM. This app implements the one‐stage MASEM approach, and allows users to apply MASEM in a user‐friendly way. The aim of this article is to provide a tutorial on one‐stage MASEM and a practical guide to webMASEM. We will pay specific attention to how the data should be structured and prepared for webMASEM, because mistakes in this step may lead to faulty results without receiving an error message. The use of webMASEM is illustrated with an analysis of a meta‐analytic path model in which the path coefficients are moderated by a study‐level variable, a meta‐analytic factor model in which the factor loadings are moderated by a study‐level variable, and a meta‐analytic panel model in which the effects are moderated by a study‐level variable. All used datafiles and R scripts are available online. John Wiley and Sons Inc. 2021-07-04 2021-09 /pmc/articles/PMC8518551/ /pubmed/34043279 http://dx.doi.org/10.1002/jrsm.1498 Text en © 2021 The Authors. Research Synthesis Methods published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Tutorial
Jak, Suzanne
Li, Hongli
Kolbe, Laura
de Jonge, Hannelies
Cheung, Mike W.‐L.
Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM
title Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM
title_full Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM
title_fullStr Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM
title_full_unstemmed Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM
title_short Meta‐analytic structural equation modeling made easy: A tutorial and web application for one‐stage MASEM
title_sort meta‐analytic structural equation modeling made easy: a tutorial and web application for one‐stage masem
topic Tutorial
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8518551/
https://www.ncbi.nlm.nih.gov/pubmed/34043279
http://dx.doi.org/10.1002/jrsm.1498
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