In silico

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

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Figure 1Mumenin et al. · CC BY

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

doi.org/10.1038/s41598-026-73801-3