Machine Learning Based Early Diagnosis of ADHD with SHAP Value Interpretation: A Retrospective Observational Study - Zhang, Xinyu; Xiao, Xue; Luo, Yufan; Xiao, Wei; Cao, Yingsi; Chang, Yuanjin; Wu, Dongqin; Xu, Hua; Zhao, Jinlin; Deng, Xianhui; Jiang, Yuanying; Xie, Ruijin; et al. (Neuropsychiatric disease and treatment, 2025)
Keywords: ADHD; Algorithms; Attention deficit hyperactivity disorder; Biomarkers; Blood levels; Blood sugar; Computer-aided medical diagnosis; Diagnosis; Electrolytes; Erythrocytes; Feature selection; Guardians; Hospitals; Hyperactivity; Impulsive behavior; Impulsivity; Learning algorithms; Leukocytes (eosinophilic); Machine learning; Mental disorders; Methods; Neurodevelopmental disorders; Observational studies; Original Research; Pediatrics; SHAP methods; Vitamin D3; China; Taiwan; ADHD; diagnosis; SHAP methods; machine learning; biomarkers