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Machine learning prediction of sudden cardiac death incorporating multiple lipid markers: evidence from the Taiwan Chin Shan community cohort.

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Title: Machine learning prediction of sudden cardiac death incorporating multiple lipid markers: evidence from the Taiwan Chin Shan community cohort.
Authors: Chen YY; Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Department of Post-Baccalaureate Medicine, National Chung Hsing University School of Medicine, Taichung, Taiwan.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan., Chen Y; Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK. yang.chen2@liverpool.ac.uk., Chien KL; Institute of Epidemiology and Preventive Medicine College of Public Health, National Taiwan University, Taipei, Taiwan., Yu Q; Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.; Computer Science Department, University of Exeter, Exeter, UK., Hsieh YC; Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Department of Post-Baccalaureate Medicine, National Chung Hsing University School of Medicine, Taichung, Taiwan.; Institute of Epidemiology and Preventive Medicine College of Public Health, National Taiwan University, Taipei, Taiwan., Chen FY; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan., Lin YJ; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan. linyennjiang@gmail.com.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan. linyennjiang@gmail.com.; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan. linyennjiang@gmail.com.; Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan. linyennjiang@gmail.com., Lip GYH; Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.; Danish Center for Health Services Research, Department of Clinical Medicine, Aalborg University, Aalborg, Denmark.; Department of Cardiology, Lipidology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland., Chen SA; Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Department of Post-Baccalaureate Medicine, National Chung Hsing University School of Medicine, Taichung, Taiwan.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
Source: Lipids in health and disease [Lipids Health Dis] 2026 May 30. Date of Electronic Publication: 2026 May 30.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101147696 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1476-511X (Electronic) Linking ISSN: 1476511X NLM ISO Abbreviation: Lipids Health Dis Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Chen+YY%22">Chen YY</searchLink>; Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Department of Post-Baccalaureate Medicine, National Chung Hsing University School of Medicine, Taichung, Taiwan.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+Y%22">Chen Y</searchLink>; Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK. yang.chen2@liverpool.ac.uk.<br /><searchLink fieldCode="AU" term="%22Chien+KL%22">Chien KL</searchLink>; Institute of Epidemiology and Preventive Medicine College of Public Health, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yu+Q%22">Yu Q</searchLink>; Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.; Computer Science Department, University of Exeter, Exeter, UK.<br /><searchLink fieldCode="AU" term="%22Hsieh+YC%22">Hsieh YC</searchLink>; Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Department of Post-Baccalaureate Medicine, National Chung Hsing University School of Medicine, Taichung, Taiwan.; Institute of Epidemiology and Preventive Medicine College of Public Health, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+FY%22">Chen FY</searchLink>; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+YJ%22">Lin YJ</searchLink>; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan. linyennjiang@gmail.com.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan. linyennjiang@gmail.com.; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan. linyennjiang@gmail.com.; Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan. linyennjiang@gmail.com.<br /><searchLink fieldCode="AU" term="%22Lip+GYH%22">Lip GYH</searchLink>; Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.; Danish Center for Health Services Research, Department of Clinical Medicine, Aalborg University, Aalborg, Denmark.; Department of Cardiology, Lipidology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland.<br /><searchLink fieldCode="AU" term="%22Chen+SA%22">Chen SA</searchLink>; Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan.; Cardiovascular Center, Taichung Veterans General Hospital, Taichung, Taiwan.; Department of Post-Baccalaureate Medicine, National Chung Hsing University School of Medicine, Taichung, Taiwan.; Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101147696 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1476-511X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%221476511X%22">1476511X </searchLink><i>NLM ISO Abbreviation: </i>Lipids Health Dis <i>Subsets: </i>MEDLINE
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              Text: 2026 May 30
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