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There is nothing to disclose Poster Session II - PRE-HOSPITAL SERVICE ORGANISATION 09.00 - PRE-HOSPITAL SERVICE ORGANISATION - 09.01 - PRE-HOSPITAL SERVICE ORGANISATION P799 - ESOC25-477 MACHINE LEARNING-BASED PREHOSPITAL EMS CLASSIFICATION OF ISCHAEMIC AND HAEMORRHAGIC STROKES Po-Yu Lin 1,2,3 , Meng-Tsang Hsieh 4 , Yi-Hsien Tu 5 , Po-Chia Cheng 1 , Cheng-Chi Hsieh 1 , Min Yang Wu 1 , Che-Wei Lin 1 , Pi-Shan Sung 1,2 1 Department of Neurology, National Cheng Kung University Hospital, Tainan, Taiwan, 2 College of Medicine, National Cheng Kung University, Tainan, Taiwan, 3 Department of Biomedical Engineering, National Cheng Kung University, Tainan, Taiwan, 4 Department of Neurology Chi-Mei Medical Center, Tainan, Taiwan, 5 Department of Neurology, Tainan Municipal Annan Hospital, China Medical University, Tainan, Taiwan Background and Aims: Pre-hospital scales helps identify patients with suspected large vessel occlusion (LVO)