Cluster analysis based on gambling variables and mental health in a clinical population of gamblers

IF 3.7 2区 医学 Q1 PSYCHOLOGY, CLINICAL Addictive behaviors Pub Date : 2024-06-14 DOI:10.1016/j.addbeh.2024.108092
G. Aonso-Diego, L. Macía, M. Montero, A. Estévez
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Abstract

Background

Interest in characterizing individuals involved in addictive behaviors has been growing, which allows tailoring prevention and intervention strategies to the gambler’s needs. The study aimed to 1) identify clusters of gamblers according to gambling-related characteristics and mental health; and 2) analyze differences in psychological variables between the clusters. Methods. A total of 83 participants undergoing treatment for gambling disorder (Mage = 45.52, 51.8 % female) completed a set of questionnaires. Hierarchical cluster analysis was performed to classify gambling based on gambling variables (i.e., gambling severity and gambling motives) and mental health (i.e., depression, anxiety, and hostility). Several ANOVAs were conducted to illustrate the distinguishing features of each cluster, encompassing both the variables included in the cluster analysis and other relevant psychological variables. Results. Findings suggest that gamblers can be classified into three clusters based on these variables: 1) “high gambling severity and good mental health,” 2) “high gambling severity and poor mental health,” and 3) “low gambling severity and good mental health.” These clusters were differentiated as a function of psychological variables, such as emotional dependence, alexithymia, and stressful life events. Conclusions. Classifying gamblers according to their profile provides a better understanding of their needs and problems, allowing for a more tailored approach in terms of prevention and intervention strategies.

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基于赌博变量和临床赌徒心理健康的聚类分析
研究背景人们对参与成瘾行为的个体特征的兴趣与日俱增,这有助于根据赌徒的需求制定预防和干预策略。本研究的目的是:1)根据赌博相关特征和心理健康状况确定赌徒群组;2)分析群组间心理变量的差异。研究方法共有 83 名接受赌博障碍治疗的参与者(年龄 = 45.52,女性占 51.8%)填写了一套问卷。根据赌博变量(即赌博严重程度和赌博动机)和心理健康(即抑郁、焦虑和敌意)对赌博进行了分层聚类分析。对聚类分析中的变量和其他相关心理变量进行了若干方差分析,以说明每个聚类的显著特点。研究结果研究结果表明,根据这些变量可以将赌徒分为三类:1)"赌博严重程度高,心理健康良好";2)"赌博严重程度高,心理健康较差";3)"赌博严重程度低,心理健康良好"。这些群组是根据心理变量(如情感依赖、自闭症和生活压力事件)来区分的。最后得出结论。根据赌徒的特征对他们进行分类,可以更好地了解他们的需求和问题,从而在预防和干预策略方面采取更有针对性的方法。
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来源期刊
Addictive behaviors
Addictive behaviors 医学-药物滥用
CiteScore
8.40
自引率
4.50%
发文量
283
审稿时长
46 days
期刊介绍: Addictive Behaviors is an international peer-reviewed journal publishing high quality human research on addictive behaviors and disorders since 1975. The journal accepts submissions of full-length papers and short communications on substance-related addictions such as the abuse of alcohol, drugs and nicotine, and behavioral addictions involving gambling and technology. We primarily publish behavioral and psychosocial research but our articles span the fields of psychology, sociology, psychiatry, epidemiology, social policy, medicine, pharmacology and neuroscience. While theoretical orientations are diverse, the emphasis of the journal is primarily empirical. That is, sound experimental design combined with valid, reliable assessment and evaluation procedures are a requisite for acceptance. However, innovative and empirically oriented case studies that might encourage new lines of inquiry are accepted as well. Studies that clearly contribute to current knowledge of etiology, prevention, social policy or treatment are given priority. Scholarly commentaries on topical issues, systematic reviews, and mini reviews are encouraged. We especially welcome multimedia papers that incorporate video or audio components to better display methodology or findings. Studies can also be submitted to Addictive Behaviors? companion title, the open access journal Addictive Behaviors Reports, which has a particular interest in ''non-traditional'', innovative and empirically-oriented research such as negative/null data papers, replication studies, case reports on novel treatments, and cross-cultural research.
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