Machine learning-based analysis and prediction of factors influencing mental health among children and adolescents in Jiangsu Province

This study identifies bullying, age, and alcohol consumption history as key mental health risk factors among Jiangsu's children and adolescents. These findings emphasize the need for school-based anti-bullying programs, age-specific mental health counseling, and healthy lifestyle education (including alcohol refusal). Lifestyle behaviors like daily breakfast intake should be integrated into dietary interventions for mental health promotion. Urban-rural and gender disparities necessitate targeted support for urban adolescent females, while educational stage differences highlight the criticality of early prevention.

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Publication Details

Journal
Child and Adolescent Psychiatry and Mental Health
Published
2025-08-31
DOI
https://doi.org/10.1186/s13034-025-00959-5
Citations
1
Primary Topic
Child and Adolescent Psychosocial and Emotional Development
Type
article
Field-Weighted Citation Impact
2.31

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Machine learning-based analysis and prediction of factors influencing mental health among children and adolescents in Jiangsu Province

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Child and Adolescent Psychosocial and Emotional Development
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Machine learning-based analysis and prediction of factors influencing mental health among children and adolescents in Jiangsu Province

Yiliang Xin, Peixuan Li, Xiyan Zhang, Binghe Wang, Wen‐Yi Yang, Yan Wang, Jie Yang
article en
1 citations

Abstract

This study identifies bullying, age, and alcohol consumption history as key mental health risk factors among Jiangsu's children and adolescents. These findings emphasize the need for school-based anti-bullying programs, age-specific mental health counseling, and healthy lifestyle education (including alcohol refusal). Lifestyle behaviors like daily breakfast intake should be integrated into dietary interventions for mental health promotion. Urban-rural and gender disparities necessitate targeted support for urban adolescent females, while educational stage differences highlight the criticality of early prevention.

Child and Adolescent Psychiatry and Mental HealthVol. 19(1)
Jiangsu Provincial Center for Disease Control and Prevention (CN)
Government of Jiangsu Province, Natural Science Foundation of Jiangsu Province, Social Science Foundation of Jiangsu Province
Openalex Percentile: Top 11%
Child and Adolescent Psychosocial and Emotional Development
2.31
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