Prompts Without Evidence: How Neuroimaging Mentions Shift Clinical Vision-Language Model Predictions

Doan Nam Long Vu, Simone Balloccu

Trustworthy clinical AI must use real evidence and avoid relying on surface-level artifacts. We evaluate 12 open-weight vision-language models (VLMs) on two clinical neuroimaging c…