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Deep learning-based ROSC prediction and ECG phenotyping in out-of-hospital cardiac arrest.

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Title: Deep learning-based ROSC prediction and ECG phenotyping in out-of-hospital cardiac arrest.
Authors: Choi DH; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: donghyun369@naver.com., Hong KJ; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: emkjhong@gmail.com., Kim KH; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: emphysiciankkh@gmail.com., Kim Y; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: ambition86.kim@gmail.com., Kim MW; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: snuheros@gmail.com., Shin SD; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: sdshin@snu.ac.kr., Song KJ; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea; Department of Emergency Medicine, Seoul National University Boramae Medical Center, Seoul, South Korea. Electronic address: skciva@gmail.com., Ro YS; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: Ro.youngsun@gmail.com., Park JH; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: timthe@gmail.com., Kim TH; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea; Department of Emergency Medicine, Seoul National University Boramae Medical Center, Seoul, South Korea. Electronic address: adoong2001@gmail.com., Jeong J; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea; Department of Emergency Medicine, Seoul National University Bundang Hospital, Seongnam-si, South Korea. Electronic address: yukijeje@gmail.com.
Source: Resuscitation [Resuscitation] 2026 May; Vol. 222, pp. 111035. Date of Electronic Publication: 2026 Mar 06.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier/north-Holland Biomedical Press Country of Publication: Ireland NLM ID: 0332173 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-1570 (Electronic) Linking ISSN: 03009572 NLM ISO Abbreviation: Resuscitation Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Choi+DH%22">Choi DH</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: donghyun369@naver.com.<br /><searchLink fieldCode="AU" term="%22Hong+KJ%22">Hong KJ</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: emkjhong@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kim+KH%22">Kim KH</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: emphysiciankkh@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kim+Y%22">Kim Y</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: ambition86.kim@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kim+MW%22">Kim MW</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: snuheros@gmail.com.<br /><searchLink fieldCode="AU" term="%22Shin+SD%22">Shin SD</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: sdshin@snu.ac.kr.<br /><searchLink fieldCode="AU" term="%22Song+KJ%22">Song KJ</searchLink>; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea; Department of Emergency Medicine, Seoul National University Boramae Medical Center, Seoul, South Korea. Electronic address: skciva@gmail.com.<br /><searchLink fieldCode="AU" term="%22Ro+YS%22">Ro YS</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: Ro.youngsun@gmail.com.<br /><searchLink fieldCode="AU" term="%22Park+JH%22">Park JH</searchLink>; Department of Emergency Medicine, Seoul National University Hospital, Seoul, South Korea; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea. Electronic address: timthe@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kim+TH%22">Kim TH</searchLink>; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea; Department of Emergency Medicine, Seoul National University Boramae Medical Center, Seoul, South Korea. Electronic address: adoong2001@gmail.com.<br /><searchLink fieldCode="AU" term="%22Jeong+J%22">Jeong J</searchLink>; Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea; Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea; Department of Emergency Medicine, Seoul National University Bundang Hospital, Seongnam-si, South Korea. Electronic address: yukijeje@gmail.com.
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              Text: 2026 May
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