Frontiers

Developing SHAP interpretable machine learning models for assessing biopsychosocial risk in female drug users: a small sample study (opens in new tab)

BackgroundWhile interventions for female drug users have received considerable attention, comprehensive and objective risk assessment tools—particularly those integrating biopsychosocial dimensions—remain lacking, despite their critical public health need.ObjectiveThis study aimed to develop a comprehensive assessment model for evaluating the physiological, psychological, and social risks among female drug users. Methods: Based on the biopsychosocial model, variables of the five dimensions of...

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