In silico
A comprehensive study on multi-dimensional predictive safety analysis of machine learning models in diabetes detection

Scientific Reports
Abstract
High discrimination performance is often interpreted as evidence of model reliability in clinical machine learning (ML). However, strong predictive accuracy does not guarantee safe decision behavior.
The paper
Bangladesh University of Business and Technology · King Abdulaziz University
Scientific Reports · 2 Oct 2026 · CC BY