Milagros O Sánchez-Hernández, Francisco P Holgado-Tello, Miguel Á Carrasco
{"title":"Network Analysis of Internalizing and Externalizing Symptoms in Children and Adolescents.","authors":"Milagros O Sánchez-Hernández, Francisco P Holgado-Tello, Miguel Á Carrasco","doi":"10.7334/psicothema2022.17","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Experiencing psychological problems during childhood and adolescence is common. However, the detection of behaviors as symptoms of psychopathologies requiring clinical diagnosis and treatment remains low. In order to advance understanding of psychological phenomena and particularly their behavioral manifestations, new theoretical and methodological perspectives such as network analysis are applied.</p><p><strong>Method: </strong>In the present study, we explore the dynamics of the symptoms of different internalizing, externalizing, and personal-contextual problems using network analysis. We estimate networks of regularized partial correlations, including measures of standard centrality, and the global and structural impact of symptoms on each network.</p><p><strong>Results: </strong>The results show that the syndromes we studied are activated through dynamics of symptoms that are strongly related to each other and act as intermediaries of potential psychopathological problems in children and adolescents (e.g., \"feels sad\", \"worries\", \"won't talk\", \"nausea\", \"threatens others\", \"steals outside\"). Centrality measures and impact coefficient ranges were strength (—2.39, 2.05), betweenness (—1.43, 3.38), closeness (—2.60, 2.23), and expected influence (—2.87, 2.13).</p><p><strong>Conclusions: </strong>The results suggest the need to explore attribute dynamics as well as symptomatic comorbidity between them.</p>","PeriodicalId":48179,"journal":{"name":"Psicothema","volume":"35 1","pages":"66-76"},"PeriodicalIF":3.2000,"publicationDate":"2023-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Psicothema","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.7334/psicothema2022.17","RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 2
Abstract
Background: Experiencing psychological problems during childhood and adolescence is common. However, the detection of behaviors as symptoms of psychopathologies requiring clinical diagnosis and treatment remains low. In order to advance understanding of psychological phenomena and particularly their behavioral manifestations, new theoretical and methodological perspectives such as network analysis are applied.
Method: In the present study, we explore the dynamics of the symptoms of different internalizing, externalizing, and personal-contextual problems using network analysis. We estimate networks of regularized partial correlations, including measures of standard centrality, and the global and structural impact of symptoms on each network.
Results: The results show that the syndromes we studied are activated through dynamics of symptoms that are strongly related to each other and act as intermediaries of potential psychopathological problems in children and adolescents (e.g., "feels sad", "worries", "won't talk", "nausea", "threatens others", "steals outside"). Centrality measures and impact coefficient ranges were strength (—2.39, 2.05), betweenness (—1.43, 3.38), closeness (—2.60, 2.23), and expected influence (—2.87, 2.13).
Conclusions: The results suggest the need to explore attribute dynamics as well as symptomatic comorbidity between them.
期刊介绍:
La revista Psicothema fue fundada en Asturias en 1989 y está editada conjuntamente por la Facultad y el Departamento de Psicología de la Universidad de Oviedo y el Colegio Oficial de Psicólogos del Principado de Asturias. Publica cuatro números al año. Se admiten trabajos tanto de investigación básica como aplicada, pertenecientes a cualquier ámbito de la Psicología, que previamente a su publicación son evaluados anónimamente por revisores externos. Psicothema está incluida en las bases de datos nacionales e internacionales más relevantes, entre las que cabe destacar Psychological Abstracts, Current Contents y MEDLINE/Index Medicus, entre otras. Además, figura en las listas de Factor de Impacto del Journal Citation Reports. Psicothema es una revista abierta a cualquier enfoque u orientación psicológica que venga avalada por la fuerza de los datos y los argumentos, y en la que encuentran acomodo todos los autores que sean capaces de convencer a los revisores de que sus manuscritos tienen la calidad para ser publicados. Psicothema es una revista de acceso abierto lo que significa que todo el contenido está a disposición de cualquier usuario o institución sin cargo alguno. Los usuarios pueden leer, descargar, copiar, distribuir, imprimir, buscar, o realizar enlaces a los textos completos de esta revista sin pedir permiso previo al editor o al autor, siempre y cuando la fuente original sea referenciada. Para acervos y repositorios, se prefiere que la cobertura se realice mediante enlaces a la propia web de Psicothema. Nos parece que una apuesta decidida por la calidad es el mejor modo de servir a nuestros lectores, cuyas sugerencias siempre serán bienvenidas.