Probabilistic graphical model for the evaluation of the emotional and dramatic personality disorders

García-Franco,Jose D., Díez, Francisco J. y Carrasco Ortiz, Miguel Angel . (2022) Probabilistic graphical model for the evaluation of the emotional and dramatic personality disorders. Frontiers in Psychology, 13 2022

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Título Probabilistic graphical model for the evaluation of the emotional and dramatic personality disorders
Autor(es) García-Franco,Jose D.
Díez, Francisco J.
Carrasco Ortiz, Miguel Angel
Materia(s) Psicología
Abstract Personality disorders are psychological ailments with a major negative impact on patients, their families, and society in general, especially those of the dramatic and emotional type. Despite all the research, there is still no consensus on the best way to assess and treat them. Traditional assessment of personality disorders has focused on a limited number of psychological constructs or behaviors using structured interviews and questionnaires, without an integrated and holistic approach. We present a novel methodology for the study and assessment of personality disorders consisting in the development of a Bayesian network, whose parameters have been obtained by the Delphi method of consensus from a group of experts in the diagnosis and treatment of personality disorders. The result is a probabilistic graphical model that represents the psychological variables related to the personality disorders along with their relations and conditional probabilities, which allow identifying the symptoms with the highest diagnostic potential. This model can be used, among other applications, as a decision support system for the assessment and treatment of personality disorders of the dramatic or emotional cluster. In this paper, we discuss the need to validate this model in the clinical population along with its strengths and limitations.
Palabras clave Personality Disorder
Probabilistic Graphical Model
Bayesian Network
Delphi
28 Artificial Intelligence
Knowledge Engineering
Decision Support System
Editor(es) Frontiers
Fecha 2022-11-25
Formato application/pdf
Identificador bibliuned:DptoPSPEyTP-FPSI-Articulos-Macarrasco-0005
http://e-spacio.uned.es/fez/view/bibliuned:DptoPSPEyTP-FPSI-Articulos-Macarrasco-0005
DOI - identifier 10.3389/fpsyg.2022.996609
ISSN - identifier 1664-1078
Nombre de la revista Frontiers in Psychology
Número de Volumen 13 2022
Publicado en la Revista Frontiers in Psychology, 13 2022
Idioma eng
Versión de la publicación acceptedVersion
Tipo de recurso Article
Derechos de acceso y licencia http://creativecommons.org/licenses/by-nc-nd/4.0
info:eu-repo/semantics/openAccess
Tipo de acceso Acceso abierto
Notas adicionales The registered version of this article, first published in Frontiers in Psychology is available online at the publisher's website: Frontiers, https://doi.org/10.3389/fpsyg.2022.996609

 
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Creado: Wed, 24 Jan 2024, 21:25:25 CET