MLLMs achieve zero-shot recognition of seizure semiological features better than fine-tuned vision models on most tested features, with signal enhancement and faithful explanations.
Convulsive seizure detection using a wrist-worn electrodermal activity and accelerometry biosensor,
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Can Multimodal Large Language Models Understand Pathologic Movements? A Pilot Study on Seizure Semiology
MLLMs achieve zero-shot recognition of seizure semiological features better than fine-tuned vision models on most tested features, with signal enhancement and faithful explanations.