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A novel electronic health record-based, machine-learning model to predict severe hypoglycemia leading to hospitalizations in older adults with diabetes: A territory-wide cohort and modeling study
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Mai Shi ,
Contributed equally to this work with: Mai Shi, Aimin Yang
Roles Conceptualization, Formal analysis, Methodology, Validation, Visualization, Writing – original draft
Affiliations Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
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Aimin Yang ,
Contributed equally to this work with: Mai Shi, Aimin Yang
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliations Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
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Eric S. H. Lau,
Roles Methodology, Validation, Writing – review & editing
Affiliations Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
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Andrea O. Y. Luk,
Roles Writing – review & editing
Affiliations Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
⨯ - Ronald C. W. Ma,
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Alice P. S. Kong,
Roles Conceptualization, Writing – review & editing
Affiliations Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
⨯ - Raymond S. M. Wong,
- Jones C. M. Chan,
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Juliana C. N. Chan,
Roles Conceptualization, Writing – review & editing
Affiliations Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
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Elaine Chow
Roles Conceptualization, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing
* E-mail: e.chow@cuhk.edu.hk
Affiliations Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China, Phase 1 Clinical Trial Centre, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
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https://orcid.org/0000-0002-2798-3268
A novel electronic health record-based, machine-learning model to predict severe hypoglycemia leading to hospitalizations in older adults with diabetes: A territory-wide cohort and modeling study
- Mai Shi,
- Aimin Yang,
- Eric S. H. Lau,
- Andrea O. Y. Luk,
- Ronald C. W. Ma,
- Alice P. S. Kong,
- Raymond S. M. Wong,
- Jones C. M. Chan,
- Juliana C. N. Chan,
- Elaine Chow
- Published: April 12, 2024
- https://doi.org/10.1371/journal.pmed.1004369