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Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models
Random-Intercept Cross-Lagged Panel Models allow for the decomposition of measurements into between- and within-person components and have hence become popular for testing developmental hypotheses. Here, we describe how developmental researchers can implement, test and interpret interaction effects...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7615284/ https://www.ncbi.nlm.nih.gov/pubmed/37937063 http://dx.doi.org/10.31234/osf.io/wktrb |
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author | Speyer, Lydia Gabriela Ushakova, Anastasia Blakemore, Sarah-Jayne Murray, Aja Louise Kievit, Rogier |
author_facet | Speyer, Lydia Gabriela Ushakova, Anastasia Blakemore, Sarah-Jayne Murray, Aja Louise Kievit, Rogier |
author_sort | Speyer, Lydia Gabriela |
collection | PubMed |
description | Random-Intercept Cross-Lagged Panel Models allow for the decomposition of measurements into between- and within-person components and have hence become popular for testing developmental hypotheses. Here, we describe how developmental researchers can implement, test and interpret interaction effects in such models using an empirical example from developmental psychopathology research. We illustrate the analysis of Within × Within and Between × Within interactions utilising data from the United Kingdom-based Millennium Cohort Study within a Bayesian Structural Equation Modelling framework. We provide annotated Mplus code, allowing users to isolate, estimate and interpret the complexities of within-person and between person dynamics as they unfold over time. |
format | Online Article Text |
id | pubmed-7615284 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
record_format | MEDLINE/PubMed |
spelling | pubmed-76152842023-11-07 Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models Speyer, Lydia Gabriela Ushakova, Anastasia Blakemore, Sarah-Jayne Murray, Aja Louise Kievit, Rogier Struct Equ Modeling Article Random-Intercept Cross-Lagged Panel Models allow for the decomposition of measurements into between- and within-person components and have hence become popular for testing developmental hypotheses. Here, we describe how developmental researchers can implement, test and interpret interaction effects in such models using an empirical example from developmental psychopathology research. We illustrate the analysis of Within × Within and Between × Within interactions utilising data from the United Kingdom-based Millennium Cohort Study within a Bayesian Structural Equation Modelling framework. We provide annotated Mplus code, allowing users to isolate, estimate and interpret the complexities of within-person and between person dynamics as they unfold over time. 2023-03-04 2022-08-05 /pmc/articles/PMC7615284/ /pubmed/37937063 http://dx.doi.org/10.31234/osf.io/wktrb Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a BY 4.0 (https://creativecommons.org/licenses/by/4.0/) International license. |
spellingShingle | Article Speyer, Lydia Gabriela Ushakova, Anastasia Blakemore, Sarah-Jayne Murray, Aja Louise Kievit, Rogier Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models |
title | Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models |
title_full | Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models |
title_fullStr | Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models |
title_full_unstemmed | Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models |
title_short | Testing for Within × Within and Between × Within Moderation using Random Intercept Cross-Lagged Panel Models |
title_sort | testing for within × within and between × within moderation using random intercept cross-lagged panel models |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7615284/ https://www.ncbi.nlm.nih.gov/pubmed/37937063 http://dx.doi.org/10.31234/osf.io/wktrb |
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