Md Appel Mahmud Pranto

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

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. In safety-critical domains such as healthcare, miscalibrated probabilities, ineffective uncertainty estimation, and ov...