Uncertainty Is Not a Safety Net for Clinical VQA, but Can It Anticipate Model Failure?

Arnisa Fazla, Alberto Testoni, Ameen Abu-Hanna +2

Safe deployment of clinical vision-language models (VLMs) requires reliable uncertainty estimation (UE): a signal indicating when predictions should be trusted or escalated to a cl…