model-evaluation

ai-ethics, Artificial Intelligence, clinical-decision-support, healthcare-ai-challenges, model-evaluation

Why Medical AI Cannot Recognize What It Does Not Know

Swarup Dewanjee / April 15, 2026

A web based diagnostic tool presents a structured form. It asks for symptoms, duration, intensity, and associated signals. The inputs are…Continue reading on Medium »

ai-in-production, decision-making, Explainable AI, Machine Learning, model-evaluation

Why a 95% Accurate Model Can Still Be Wrong (Part 3)

Raj kumar / April 15, 2026

Part 3 of a 4-part series: From Data to DecisionsAt some point in most machine learning projects, a familiar moment arrives.The model looks strong. Accuracy is high. ROC curves are smooth. Validation metrics are better than the baseline. Stakeholders a…