Confident but Unreliable: A Behavioral Safety Audit of Vision-Language Models on Brain MRI

Amir Sabbaghziarani, Mohammadsajad Abavisani, Sergey Plis

Vision-language models (VLMs), including medical specialists, are increasingly proposed for medical imaging, yet their stated confidence is rarely evaluated separately from correct…