Using Two-Step Cluster Analysis and Latent Class Cluster Analysis to Classify the Cognitive Heterogeneity of Cross-Diagnostic Psychiatric Inpatients.

cluster analyses cognitive functioning latent class cluster analysis psychiatric inpatients two-step cluster analysis

Journal

Frontiers in psychology
ISSN: 1664-1078
Titre abrégé: Front Psychol
Pays: Switzerland
ID NLM: 101550902

Informations de publication

Date de publication:
2020
Historique:
received: 30 11 2019
accepted: 28 04 2020
entrez: 27 6 2020
pubmed: 27 6 2020
medline: 27 6 2020
Statut: epublish

Résumé

The heterogeneity of cognitive profiles among psychiatric patients has been reported to carry significant clinical information. However, how to best characterize such cognitive heterogeneity is still a matter of debate. Despite being well suited for clinical data, cluster analysis techniques, like the Two-Step and the Latent Class, received little to no attention in the literature. The present study aimed to test the validity of the cluster solutions obtained with Two-Step and Latent Class cluster analysis on the cognitive profile of a cross-diagnostic sample of 387 psychiatric inpatients. Two-Step and Latent Class cluster analysis produced similar and reliable solutions. The overall results reported that it is possible to group all psychiatric inpatients into Low and High Cognitive Profiles, with a higher degree of cognitive heterogeneity in schizophrenia and bipolar disorder patients than in depressive disorders and personality disorder patients.

Identifiants

pubmed: 32587546
doi: 10.3389/fpsyg.2020.01085
pmc: PMC7299079
doi:

Types de publication

Journal Article

Langues

eng

Pagination

1085

Informations de copyright

Copyright © 2020 Benassi, Garofalo, Ambrosini, Sant’Angelo, Raggini, De Paoli, Ravani, Giovagnoli, Orsoni and Piraccini.

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Auteurs

Mariagrazia Benassi (M)

Department of Psychology, University of Bologna, Bologna, Italy.

Sara Garofalo (S)

Department of Psychology, University of Bologna, Bologna, Italy.

Federica Ambrosini (F)

Department of Psychology, University of Bologna, Bologna, Italy.

Rosa Patrizia Sant'Angelo (RP)

AUSL della Romagna, SPDC Psychiatric Emergency Unit, Cesena, Italy.

Roberta Raggini (R)

AUSL della Romagna, SPDC Psychiatric Emergency Unit, Cesena, Italy.

Giovanni De Paoli (G)

AUSL della Romagna, SPDC Psychiatric Emergency Unit, Cesena, Italy.

Claudio Ravani (C)

AUSL della Romagna, SPDC Psychiatric Emergency Unit, Cesena, Italy.

Sara Giovagnoli (S)

Department of Psychology, University of Bologna, Bologna, Italy.

Matteo Orsoni (M)

Department of Psychology, University of Bologna, Bologna, Italy.

Giovanni Piraccini (G)

AUSL della Romagna, SPDC Psychiatric Emergency Unit, Cesena, Italy.

Classifications MeSH