EMD-Enhanced EEG for Prehospital LVO Stroke Detection

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Authors: Alexander Yorov, Mark William Parsons, Dennis John Cordato, Jasmeen Khan, Ahmad Shafiq, Suffian Wee, Helen Badge, Elliot Sprecher, Kfir Yehuda Levy, D.H. Lange
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Abstract

We present an EEG-based tool for prehospital LVO stroke detection using a hybrid EMD-PSD feature representation and a lightweight classifier. In 67 patients, the method achieved 88% accuracy, demonstrating that compact EEG triage can support rapid routing decisions.

Fields of Study & Subjects

EEG and Brain-Computer Interfaces Acute Ischemic Stroke Management Artificial Intelligence in Healthcare

Publication details

Publication date
27 February 2026
Language
EN
Document type
Preprint