{"title":"From boredom to problematic AI chatbot use: a three-wave half-longitudinal mediation study of loneliness and dual-system self-control.","authors":"Jiahui Yuan, Kai Zhou, Chen Zhang","doi":"10.1080/00049530.2026.2737094","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Problematic use of AI chatbots (PUAIC) is an emerging concern. Drawing on the I-PACE model and the dual-system model of self-control, this study examined the mediating roles of loneliness, the control system, and the impulsive system.</p><p><strong>Methods: </strong>A three-wave half-longitudinal mediation design was used with 551 Chinese college students at baseline. Boredom proneness was assessed at Time 1, loneliness and the control and impulsive systems at Time 2, and PUAIC at Time 3. Missing data were handled using 20 multiply imputed datasets, and PROCESS Model 81 was estimated with sex and grade level as covariates.</p><p><strong>Results: </strong> Pooled analyses showed that boredom proneness was associated with loneliness (β = .57), the impulsive system (β = .31), the control system (β = -.38), and PUAIC directly (β = .25; all p < .001). Significant indirect effects occurred through loneliness (.073), the impulsive system (.077), and the serial loneliness-impulsive-system pathway (.038).</p><p><strong>Conclusion: </strong>The findings suggest that boredom proneness may be associated with later PUAIC directly and indirectly through loneliness and impulsive tendencies. These associations may inform the development of prevention strategies for PUAIC that address loneliness and impulsive tendencies among college students.</p>","PeriodicalId":8871,"journal":{"name":"Australian Journal of Psychology","volume":"78 1","pages":"2737094"},"PeriodicalIF":1.6000,"publicationDate":"2026-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13618079/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Australian Journal of Psychology","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1080/00049530.2026.2737094","RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/1 0:00:00","PubModel":"eCollection","JCR":"Q1","JCRName":"PSYCHOLOGY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Problematic use of AI chatbots (PUAIC) is an emerging concern. Drawing on the I-PACE model and the dual-system model of self-control, this study examined the mediating roles of loneliness, the control system, and the impulsive system.
Methods: A three-wave half-longitudinal mediation design was used with 551 Chinese college students at baseline. Boredom proneness was assessed at Time 1, loneliness and the control and impulsive systems at Time 2, and PUAIC at Time 3. Missing data were handled using 20 multiply imputed datasets, and PROCESS Model 81 was estimated with sex and grade level as covariates.
Results: Pooled analyses showed that boredom proneness was associated with loneliness (β = .57), the impulsive system (β = .31), the control system (β = -.38), and PUAIC directly (β = .25; all p < .001). Significant indirect effects occurred through loneliness (.073), the impulsive system (.077), and the serial loneliness-impulsive-system pathway (.038).
Conclusion: The findings suggest that boredom proneness may be associated with later PUAIC directly and indirectly through loneliness and impulsive tendencies. These associations may inform the development of prevention strategies for PUAIC that address loneliness and impulsive tendencies among college students.
期刊介绍:
Australian Journal of Psychology is the premier scientific journal of the Australian Psychological Society. It covers the entire spectrum of psychological research and receives articles on all topics within the broad scope of the discipline. The journal publishes high quality peer-reviewed articles with reviewers and associate editors providing detailed assistance to authors to reach publication. The journal publishes reports of experimental and survey studies, including reports of qualitative investigations, on pure and applied topics in the field of psychology. Articles on clinical psychology or on the professional concerns of applied psychology should be submitted to our sister journals, Australian Psychologist or Clinical Psychologist. The journal publishes occasional reviews of specific topics, theoretical pieces and commentaries on methodological issues. There are also solicited book reviews and comments Annual special issues devoted to a single topic, and guest edited by a specialist editor, are published. The journal regards itself as international in vision and will accept submissions from psychologists in all countries.