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A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data
A mixed-effects location scale model allows researchers to study within- and between-person variation in repeated measures. Key components of the model include separate variance models to study predictors of the within-person variance, as well as predictors of the between-person variance of a random...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer US
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9636112/ https://www.ncbi.nlm.nih.gov/pubmed/35505127 http://dx.doi.org/10.1007/s11336-022-09864-8 |
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author | Blozis, Shelley A. |
author_facet | Blozis, Shelley A. |
author_sort | Blozis, Shelley A. |
collection | PubMed |
description | A mixed-effects location scale model allows researchers to study within- and between-person variation in repeated measures. Key components of the model include separate variance models to study predictors of the within-person variance, as well as predictors of the between-person variance of a random effect, such as a random intercept. In this paper, a latent variable mixed-effects location scale model is developed that combines a longitudinal common factor model and a mixed-effects location scale model to characterize within- and between-person variation in a common factor. The model is illustrated using daily reports of positive affect and daily stressors for a large sample of adult women. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11336-022-09864-8. |
format | Online Article Text |
id | pubmed-9636112 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-96361122022-11-06 A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data Blozis, Shelley A. Psychometrika Application Reviews and Case Studies A mixed-effects location scale model allows researchers to study within- and between-person variation in repeated measures. Key components of the model include separate variance models to study predictors of the within-person variance, as well as predictors of the between-person variance of a random effect, such as a random intercept. In this paper, a latent variable mixed-effects location scale model is developed that combines a longitudinal common factor model and a mixed-effects location scale model to characterize within- and between-person variation in a common factor. The model is illustrated using daily reports of positive affect and daily stressors for a large sample of adult women. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11336-022-09864-8. Springer US 2022-05-03 2022 /pmc/articles/PMC9636112/ /pubmed/35505127 http://dx.doi.org/10.1007/s11336-022-09864-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Application Reviews and Case Studies Blozis, Shelley A. A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data |
title | A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data |
title_full | A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data |
title_fullStr | A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data |
title_full_unstemmed | A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data |
title_short | A Latent Variable Mixed-Effects Location Scale Model with an Application to Daily Diary Data |
title_sort | latent variable mixed-effects location scale model with an application to daily diary data |
topic | Application Reviews and Case Studies |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9636112/ https://www.ncbi.nlm.nih.gov/pubmed/35505127 http://dx.doi.org/10.1007/s11336-022-09864-8 |
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