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The model was validated using high-quality video data, demonstrating high technical feasibility and accuracy in controlled environments. Key Findings

This specific video file, , is a supplementary material for a clinical research study titled "Development and validation of a video-based deep learning model for the differential diagnosis of epileptic seizures and nonepileptic events" published in Epilepsy & Behavior (2026). video-f415bdc6fe70bbf49ddc6fcbdbcbf454-V.mp4

The researchers developed a that analyzes curated video excerpts from Epilepsy Monitoring Units (EMU). The model was validated using high-quality video data,

NEEs often mimic ES, leading to patients being incorrectly prescribed anti-seizure medications. How the Technology Works video-f415bdc6fe70bbf49ddc6fcbdbcbf454-V.mp4

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