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. |
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| 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 |
| Database: | MEDLINE Ultimate |
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