About the Authors
- Yilin Ning
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Roles Formal analysis, Methodology, Software, Writing – original draft
Affiliation Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore
- Siqi Li
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Roles Formal analysis, Methodology, Software, Writing – review & editing
Affiliation Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore
- Yih Yng Ng
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Roles Resources, Validation, Writing – review & editing
Affiliations Digital and Smart Health Office, Ng Teng Fong Centre for Healthcare Innovation, Singapore, Singapore, Department of Preventive and Population Medicine, Tan Tock Seng Hospital, Singapore, Singapore
- Michael Yih Chong Chia
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Roles Resources, Validation, Writing – review & editing
Affiliation Emergency Department, Tan Tock Seng Hospital, Singapore, Singapore
- Han Nee Gan
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Roles Resources, Validation, Writing – review & editing
Affiliation Accident & Emergency, Changi General Hospital, Singapore, Singapore
- Ling Tiah
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Roles Resources, Validation, Writing – review & editing
Affiliation Accident & Emergency, Changi General Hospital, Singapore, Singapore
- Desmond Renhao Mao
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Roles Resources, Validation, Writing – review & editing
Affiliation Department of Acute and Emergency Care, Khoo Teck Puat Hospital, Singapore, Singapore
- Wei Ming Ng
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Roles Resources, Validation, Writing – review & editing
Affiliation Emergency Medicine Department, Ng Teng Fong General Hospital, Singapore, Singapore
- Benjamin Sieu-Hon Leong
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Roles Resources, Validation, Writing – review & editing
Affiliation Emergency Medicine Department, National University Hospital, Singapore, Singapore
- Nausheen Doctor
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Roles Resources, Validation, Writing – review & editing
Affiliation Department of Emergency Medicine, Sengkang General Hospital, Singapore, Singapore
- Marcus Eng Hock Ong
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Roles Resources, Validation, Writing – review & editing
¶‡ These authors joint last authorship on this work.
Affiliations Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Department of Emergency Medicine, Singapore General Hospital, Singapore, Singapore, Health Services Research Centre, Singapore Health Services, Singapore, Singapore
- Nan Liu
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Roles Conceptualization, Supervision, Validation, Writing – review & editing
* E-mail: liu.nan@duke-nus.edu.sg
¶‡ These authors joint last authorship on this work.
Affiliations Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore, Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Institute of Data Science, National University of Singapore, Singapore, Singapore
Competing Interests
MEH Ong reports an advisory relationship with Global Healthcare SG, a commercial entity that manufactures cooling devices. MEH Ong has a licensing agreement and a patent filed (Application no: 13/047,348) with ZOLL Medical Corporation for a study titled "Method of predicting acute cardiopulmonary events and survivability of a patient". All other authors have no conflict of interests to declare.