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Soni Adiyono

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Open access Jul 2026

Explainable XGBoost Early-Warning Framework for Academic Stress-Based Student Mental Health Risk Mapping

Existing university mental health monitoring often depends on voluntary help-seeking or manual questionnaire interpretation, which may delay early support for students experiencing academic stress. This study proposes an explainable XGBoost-based early-warning framework for non-clinical mapping of student mental health...

Supriyono, H. Firmansyah, Soni Adiyono · 0 citations

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