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The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models
Interpersonal problems are key transdiagnostic constructs in psychopathology. In the past, investigators have neglected the importance of operationalizing interpersonal problems according to their latent structure by using divergent representations of the construct: (a) computing scores for severity...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Psychological Association
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6816327/ https://www.ncbi.nlm.nih.gov/pubmed/31556632 http://dx.doi.org/10.1037/abn0000460 |
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author | Wendt, Leon P. Wright, Aidan G. C. Pilkonis, Paul A. Nolte, Tobias Fonagy, Peter Montague, P. Read Benecke, Cord Krieger, Tobias Zimmermann, Johannes |
author_facet | Wendt, Leon P. Wright, Aidan G. C. Pilkonis, Paul A. Nolte, Tobias Fonagy, Peter Montague, P. Read Benecke, Cord Krieger, Tobias Zimmermann, Johannes |
author_sort | Wendt, Leon P. |
collection | PubMed |
description | Interpersonal problems are key transdiagnostic constructs in psychopathology. In the past, investigators have neglected the importance of operationalizing interpersonal problems according to their latent structure by using divergent representations of the construct: (a) computing scores for severity, agency, and communion (“dimensional approach”), (b) classifying persons into subgroups with respect to their interpersonal profile (“categorical approach”). This hinders cumulative research on interpersonal problems, because findings cannot be integrated both from a conceptual and a statistical point of view. We provide a comprehensive evaluation of interpersonal problems by enlisting several large samples (Ns = 5,400, 491, 656, and 712) to estimate a set of latent variable candidate models, covering the spectrum of purely dimensional (i.e., confirmatory factor analysis using Gaussian and nonnormal latent t-distributions), hybrid (i.e., semiparametric factor analysis), and purely categorical approaches (latent class analysis). Statistical models were compared with regard to their structural validity, as evaluated by model fit (corrected Akaike’s information criterion and the Bayesian information criterion), and their concurrent validity, as defined by the models’ ability to predict relevant external variables. Across samples, the fully dimensional model performed best in terms of model fit, prediction, robustness, and parsimony. We found scant evidence that categorical and hybrid models provide incremental value for understanding interpersonal problems. Our results indicate that the latent structure of interpersonal problems is best represented by continuous dimensions, especially when one allows for nonnormal latent distributions. |
format | Online Article Text |
id | pubmed-6816327 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | American Psychological Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-68163272019-11-05 The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models Wendt, Leon P. Wright, Aidan G. C. Pilkonis, Paul A. Nolte, Tobias Fonagy, Peter Montague, P. Read Benecke, Cord Krieger, Tobias Zimmermann, Johannes J Abnorm Psychol Externalizing Disorders Interpersonal problems are key transdiagnostic constructs in psychopathology. In the past, investigators have neglected the importance of operationalizing interpersonal problems according to their latent structure by using divergent representations of the construct: (a) computing scores for severity, agency, and communion (“dimensional approach”), (b) classifying persons into subgroups with respect to their interpersonal profile (“categorical approach”). This hinders cumulative research on interpersonal problems, because findings cannot be integrated both from a conceptual and a statistical point of view. We provide a comprehensive evaluation of interpersonal problems by enlisting several large samples (Ns = 5,400, 491, 656, and 712) to estimate a set of latent variable candidate models, covering the spectrum of purely dimensional (i.e., confirmatory factor analysis using Gaussian and nonnormal latent t-distributions), hybrid (i.e., semiparametric factor analysis), and purely categorical approaches (latent class analysis). Statistical models were compared with regard to their structural validity, as evaluated by model fit (corrected Akaike’s information criterion and the Bayesian information criterion), and their concurrent validity, as defined by the models’ ability to predict relevant external variables. Across samples, the fully dimensional model performed best in terms of model fit, prediction, robustness, and parsimony. We found scant evidence that categorical and hybrid models provide incremental value for understanding interpersonal problems. Our results indicate that the latent structure of interpersonal problems is best represented by continuous dimensions, especially when one allows for nonnormal latent distributions. American Psychological Association 2019-09-26 2019-11 /pmc/articles/PMC6816327/ /pubmed/31556632 http://dx.doi.org/10.1037/abn0000460 Text en © 2019 The Author(s) http://creativecommons.org/licenses/by/3.0/ This article has been published under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright for this article is retained by the author(s). Author(s) grant(s) the American Psychological Association the exclusive right to publish the article and identify itself as the original publisher. |
spellingShingle | Externalizing Disorders Wendt, Leon P. Wright, Aidan G. C. Pilkonis, Paul A. Nolte, Tobias Fonagy, Peter Montague, P. Read Benecke, Cord Krieger, Tobias Zimmermann, Johannes The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models |
title | The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models |
title_full | The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models |
title_fullStr | The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models |
title_full_unstemmed | The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models |
title_short | The Latent Structure of Interpersonal Problems: Validity of Dimensional, Categorical, and Hybrid Models |
title_sort | latent structure of interpersonal problems: validity of dimensional, categorical, and hybrid models |
topic | Externalizing Disorders |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6816327/ https://www.ncbi.nlm.nih.gov/pubmed/31556632 http://dx.doi.org/10.1037/abn0000460 |
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