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Diagnostic accuracy of multimodal large language models in differentiating epileptic from functional seizures in

Anshum Patel1, Sai Krishna Vallamchetla1, Adrian Safa1

  • 1Department of Neurology, Mayo Clinic, 4500 Mellish Drive, Jacksonville, FL, USA.

Scientific Reports
|April 7, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Artificial intelligenceClinical decision supportDiagnostic accuracyEpilepsyLarge language models (LLMs)Seizure classification

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Epilepsy is primarily characterized by unpredictable seizures, either provoked by an identifiable factor, such as injury or illness, or unprovoked, occurring spontaneously without apparent cause.
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Focal Seizures
Focal seizures originate from specific regions of the brain. These seizures are further sub-classified into two types:
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