Development and Internal Validation of an Interpretable Machine Learning Model for Identifying Past-Year Nonsuicidal Self-Injury Among Adolescents With Depression: Retrospective Study

Gaoyang Liu   ^{1, 2} ;   Chenxi Yang   ³ ;   Wendan Chen   ² ;   Ningning Ding   ² ;   Wenwen Tian   ² ;   Xinwu Ye   ⁴ ;   Mengdan Luo   ² ;   Xinnan Mao   ⁵ ;   Guohua Zhang   ^{2, 6, 7} ;   Ke Zheng   ⁴

¹ School of Nursing, Anqing Medical College, Anqing, Anhui, China

² School of Mental Health, Wenzhou Medical University, Wenzhou, Zhejiang, China

³ School of Technology and Data, Yantai Nanshan University, Yantai, Shandong, China

⁴ Wenzhou Seventh People’s Hospital, Wenzhou, Zhejiang, China

⁵ School of Nursing, Wenzhou Medical University, Wenzhou, Zhejiang, China

⁶ Zhejiang Provincial Clinical Research Center for Mental Disorders, Kangning Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China

⁷ Key Research Center of Philosophy and Social Sciences of Zhejiang Province (Institute of Medical Humanities), Wenzhou Medical University, Wenzhou, Zhejiang, China