A Clinical Engineering-Oriented Explainable Artificial Intelligence Framework for Chronic Kidney Disease Risk Estimation and Multi-Parameter Staging
Background/objectives: Chronic kidney disease (CKD) is a progressive and often asymptomatic disorder that requires early detection supported by interpretable clinical decision systems. Conventional machine-learning (ML) models provide strong predictive accuracy but frequently lack physiological transparency and clinica...