Author

A. Datta

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Open access Sep 2026

Towards Interpretable Risk: Multidimensional Context for ICU Mortality Predictions

ICU mortality models can achieve strong discrimination, yet a risk score alone provides limited context for patient-level interpretation. We developed a multidimensional prediction-context framework that complements a calibrated mortality estimate with model behavior, data availability, recent physiology, and model att...

S. Gupta, A. Das, M. S. Anto et al. · medRxiv · 0 citations

#machine learning Review Aug 2026

Population Health-Based Machine Learning Reveals Associations Between Psychosocial Factors and Chronic Kidney Disease

Chronic kidney disease (CKD) progresses silently and severely undermines quality of life, making early detection critical for improving patient outcomes. We present a two-part study that combines large-scale telehealth data with advanced machine learning to both classify self-reported CKD status and identify key driver...

Maryam Shams, D. Eisenberg, Sumaiya Fatema et al. · 0 citations