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The prediction and impact of self-criticism on non-suicidal self-injury in adolescents: A study based on machine learning

This study uniquely combines machine learning with structural equation modeling to investigate how self-criticism affects non-suicidal self-injury (NSSI) behaviors in adolescents. Using a Support Vector Machine (SVM) for binary classification (distinguishing NSSI presence/absence) and XGBRegressor f...

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Principais autores: Xiaoning Huo, Xuan Liu, Yiying Wang, Linhan Yang, Yuting Huang, Yannan Wang, Haozhong Zheng, Xuan Zhao
Format: Artigo
Sprog:Inglês
Udgivet: Elsevier 2026-05-01
Serier:Acta Psychologica
Fag:
Non-suicidal self-injury
Self-criticism
Emotional regulation difficulties
Public self-consciousness
Machine learning
Structural equation modeling
Online adgang:http://www.sciencedirect.com/science/article/pii/S0001691826004567
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