Jiaqi Zhou, Shiyi Hu, Haoze Wu, Suhong Wang, Jingbo Gong
{"title":"从思想到行动:青少年自伤危险因素的纵向研究。","authors":"Jiaqi Zhou, Shiyi Hu, Haoze Wu, Suhong Wang, Jingbo Gong","doi":"10.2147/PRBM.S545595","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Non-suicidal self-injury (NSSI) is a prevalent issue among adolescents, with potential long-term mental health implications. To investigate NSSI thoughts as a distinct developmental stage and inform early intervention strategies, this study employed a longitudinal design to examine progression differences in Chinese adolescents across three NSSI status: NO NSSI, NSSI thoughts without behaviors, and NSSI behaviors.</p><p><strong>Methods: </strong>Using a machine learning approach (Random Forest models), a two-wave longitudinal study assessed 2,154 adolescents (aged 11-18) from Chinese middle and high schools. Analyses focused on NSSI status, risk factors, and developmental trajectories. ANOVAs and paired-t tests were conducted to examine risk factors and NSSI functions of group with different NSSI status.</p><p><strong>Results: </strong>NSSI thoughts emerged as both a distinct category and a potential precursor to behaviors. Despite limitations in accurately classifying the NSSI thoughts group, the Random Forest models demonstrated capability in differentiating NSSI status. Age-specific patterns were identified: middle school students showed a higher propensity to progress to NSSI behaviors than high schoolers, with emotional/social factors more prominent for middle schoolers and broader risk factors for high schoolers.</p><p><strong>Conclusion: </strong>Findings support conceptualizing NSSI thoughts as a critical stage in NSSI development, highlighting distinct risk profiles across age groups. Future research should focus on improving the identification and assessment of NSSI thoughts and developing early intervention strategies based on developmental stages and associated risk factors.</p>","PeriodicalId":20954,"journal":{"name":"Psychology Research and Behavior Management","volume":"18 ","pages":"1915-1930"},"PeriodicalIF":3.2000,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12434324/pdf/","citationCount":"0","resultStr":"{\"title\":\"From Thoughts to Actions: A Longitudinal Examination of NSSI Risk Factors in Adolescence.\",\"authors\":\"Jiaqi Zhou, Shiyi Hu, Haoze Wu, Suhong Wang, Jingbo Gong\",\"doi\":\"10.2147/PRBM.S545595\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Introduction: </strong>Non-suicidal self-injury (NSSI) is a prevalent issue among adolescents, with potential long-term mental health implications. To investigate NSSI thoughts as a distinct developmental stage and inform early intervention strategies, this study employed a longitudinal design to examine progression differences in Chinese adolescents across three NSSI status: NO NSSI, NSSI thoughts without behaviors, and NSSI behaviors.</p><p><strong>Methods: </strong>Using a machine learning approach (Random Forest models), a two-wave longitudinal study assessed 2,154 adolescents (aged 11-18) from Chinese middle and high schools. Analyses focused on NSSI status, risk factors, and developmental trajectories. ANOVAs and paired-t tests were conducted to examine risk factors and NSSI functions of group with different NSSI status.</p><p><strong>Results: </strong>NSSI thoughts emerged as both a distinct category and a potential precursor to behaviors. Despite limitations in accurately classifying the NSSI thoughts group, the Random Forest models demonstrated capability in differentiating NSSI status. Age-specific patterns were identified: middle school students showed a higher propensity to progress to NSSI behaviors than high schoolers, with emotional/social factors more prominent for middle schoolers and broader risk factors for high schoolers.</p><p><strong>Conclusion: </strong>Findings support conceptualizing NSSI thoughts as a critical stage in NSSI development, highlighting distinct risk profiles across age groups. Future research should focus on improving the identification and assessment of NSSI thoughts and developing early intervention strategies based on developmental stages and associated risk factors.</p>\",\"PeriodicalId\":20954,\"journal\":{\"name\":\"Psychology Research and Behavior Management\",\"volume\":\"18 \",\"pages\":\"1915-1930\"},\"PeriodicalIF\":3.2000,\"publicationDate\":\"2025-09-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12434324/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Psychology Research and Behavior Management\",\"FirstCategoryId\":\"102\",\"ListUrlMain\":\"https://doi.org/10.2147/PRBM.S545595\",\"RegionNum\":3,\"RegionCategory\":\"心理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"PSYCHOLOGY, CLINICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Psychology Research and Behavior Management","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.2147/PRBM.S545595","RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"PSYCHOLOGY, CLINICAL","Score":null,"Total":0}
From Thoughts to Actions: A Longitudinal Examination of NSSI Risk Factors in Adolescence.
Introduction: Non-suicidal self-injury (NSSI) is a prevalent issue among adolescents, with potential long-term mental health implications. To investigate NSSI thoughts as a distinct developmental stage and inform early intervention strategies, this study employed a longitudinal design to examine progression differences in Chinese adolescents across three NSSI status: NO NSSI, NSSI thoughts without behaviors, and NSSI behaviors.
Methods: Using a machine learning approach (Random Forest models), a two-wave longitudinal study assessed 2,154 adolescents (aged 11-18) from Chinese middle and high schools. Analyses focused on NSSI status, risk factors, and developmental trajectories. ANOVAs and paired-t tests were conducted to examine risk factors and NSSI functions of group with different NSSI status.
Results: NSSI thoughts emerged as both a distinct category and a potential precursor to behaviors. Despite limitations in accurately classifying the NSSI thoughts group, the Random Forest models demonstrated capability in differentiating NSSI status. Age-specific patterns were identified: middle school students showed a higher propensity to progress to NSSI behaviors than high schoolers, with emotional/social factors more prominent for middle schoolers and broader risk factors for high schoolers.
Conclusion: Findings support conceptualizing NSSI thoughts as a critical stage in NSSI development, highlighting distinct risk profiles across age groups. Future research should focus on improving the identification and assessment of NSSI thoughts and developing early intervention strategies based on developmental stages and associated risk factors.
期刊介绍:
Psychology Research and Behavior Management is an international, peer-reviewed, open access journal focusing on the science of psychology and its application in behavior management to develop improved outcomes in the clinical, educational, sports and business arenas. Specific topics covered in the journal include: -Neuroscience, memory and decision making -Behavior modification and management -Clinical applications -Business and sports performance management -Social and developmental studies -Animal studies The journal welcomes submitted papers covering original research, clinical studies, surveys, reviews and evaluations, guidelines, expert opinion and commentary, case reports and extended reports.