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Machine learning-based prediction of mortality and hospitalization in diabetic patients with heart failure with preserved ejection fraction: the GUARDIAN-P risk score.

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Title: Machine learning-based prediction of mortality and hospitalization in diabetic patients with heart failure with preserved ejection fraction: the GUARDIAN-P risk score.
Authors: Chen ZW; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Division of Cardiology, Department of Internal Medicine, National Taiwan University Hospital, Yun-Lin Branch, No. 579, Section 2, Yunlin Road, Douliu City, Yunlin County 640, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Cheng JF; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Division of Hospitalist, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Huang CY; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, Cathay General Hospital, No. 280, Section 4, Renai Road, Taipei City 106, Taiwan.; School of Medicine, College of Life Science and Medicine, National Tsing Hua University, No. 101, Section 2, Kuang Fu Road, Hsinchu City 300, Taiwan., Lin TT; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Wang TC; Department of Medical Research, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Yang YY; Department of Medical Research, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Chuang SL; Department of Medical Research, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Tsai CT; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Lin LY; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan., Hung CL; Division of Cardiology, Departments of Internal Medicine, Mackay Memorial Hospital, No. 92, Section 2, Chung-Shan North Road, Taipei City 104, Taiwan.; Department of Medicine, Mackay Medical College, No. 46, Section 3, Zhongzheng Road, New Taipei City 252, Taiwan.; Nursing and Management, Mackay Junior College of Medicine, No. 92, Shengjing Road, Taipei City 112, Taiwan.; Institute of Biomedical Sciences, Mackay Medical College, No. 46, Section 3, Zhongzheng Road, New Taipei City 252, Taiwan., Wu CK; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.
Source: European heart journal. Digital health [Eur Heart J Digit Health] 2026 Jun 10; Vol. 7 (6), pp. ztag083. Date of Electronic Publication: 2026 Jun 10 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 101778323 Publication Model: eCollection Cited Medium: Internet ISSN: 2634-3916 (Electronic) Linking ISSN: 26343916 NLM ISO Abbreviation: Eur Heart J Digit Health Subsets: PubMed not MEDLINE
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  Data: Machine learning-based prediction of mortality and hospitalization in diabetic patients with heart failure with preserved ejection fraction: the GUARDIAN-P risk score.
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  Data: <searchLink fieldCode="AU" term="%22Chen+ZW%22">Chen ZW</searchLink>; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Division of Cardiology, Department of Internal Medicine, National Taiwan University Hospital, Yun-Lin Branch, No. 579, Section 2, Yunlin Road, Douliu City, Yunlin County 640, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Cheng+JF%22">Cheng JF</searchLink>; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Division of Hospitalist, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+CY%22">Huang CY</searchLink>; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, Cathay General Hospital, No. 280, Section 4, Renai Road, Taipei City 106, Taiwan.; School of Medicine, College of Life Science and Medicine, National Tsing Hua University, No. 101, Section 2, Kuang Fu Road, Hsinchu City 300, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+TT%22">Lin TT</searchLink>; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+TC%22">Wang TC</searchLink>; Department of Medical Research, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yang+YY%22">Yang YY</searchLink>; Department of Medical Research, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chuang+SL%22">Chuang SL</searchLink>; Department of Medical Research, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Tsai+CT%22">Tsai CT</searchLink>; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+LY%22">Lin LY</searchLink>; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hung+CL%22">Hung CL</searchLink>; Division of Cardiology, Departments of Internal Medicine, Mackay Memorial Hospital, No. 92, Section 2, Chung-Shan North Road, Taipei City 104, Taiwan.; Department of Medicine, Mackay Medical College, No. 46, Section 3, Zhongzheng Road, New Taipei City 252, Taiwan.; Nursing and Management, Mackay Junior College of Medicine, No. 92, Shengjing Road, Taipei City 112, Taiwan.; Institute of Biomedical Sciences, Mackay Medical College, No. 46, Section 3, Zhongzheng Road, New Taipei City 252, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+CK%22">Wu CK</searchLink>; Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.; Cardiovascular Center, National Taiwan University Hospital, No. 7, Chung-Shan South Road, Taipei City 100, Taiwan.
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  Data: <searchLink fieldCode="JN" term="%22101778323%22">European heart journal. Digital health</searchLink> [Eur Heart J Digit Health] 2026 Jun 10; Vol. 7 (6), pp. ztag083. <i>Date of Electronic Publication: </i>2026 Jun 10 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Oxford+University+Press%22">Oxford University Press </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101778323 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2634-3916 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2226343916%22">26343916 </searchLink><i>NLM ISO Abbreviation: </i>Eur Heart J Digit Health <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1093/ehjdh/ztag083
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              Text: 2026 Jun 10
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