About the Authors

John P. Ansah

Roles Conceptualization, Formal analysis, Validation, Writing – original draft, Writing – review & editing

john.ansah@duke-nus.edu.sg

Affiliations Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Residential College 4, National University of Singapore, Singapore, Singapore

David Bruce Matchar

Roles Conceptualization, Writing – review & editing

Affiliations Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Department of Internal Medicine (General Internal Medicine), Duke University, Singapore, Singapore, Department of Internal Medicine, Singapore General Hospital, Singapore, Singapore

Sean Lam Shao Wei

Roles Data curation, Project administration

Affiliations Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Health Services Research Centre, Singapore Health Services, Singapore, Singapore

Jenny G. Low

Roles Conceptualization, Data curation, Investigation

Affiliations Department of Infectious Diseases, Singapore General Hospital, Singapore, Singapore, Programme in Emerging Infectious Diseases, Duke-NUS Medical School, Singapore, Singapore

Ahmad Reza Pourghaderi

Roles Data curation, Resources

Affiliations Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Health Services Research Centre, Singapore Health Services, Singapore, Singapore

Fahad Javaid Siddiqui

Roles Project administration, Writing – review & editing

Affiliation Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore

Tessa Lui Shi Min

Roles Project administration, Writing – original draft, Writing – review & editing

Affiliation Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore

Aloysius Chia Wei-Yan

Roles Data curation, Validation, Visualization

Affiliation Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore

Marcus Eng Hock Ong

Roles Conceptualization, Data curation, Writing – review & editing

Affiliations Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Department of Emergency Medicine, Singapore General Hospital, Singapore, Singapore

Competing Interests

The authors have declared that no competing interests exist.