About the Authors

John Pastor Ansah

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Supervision, Visualization, Writing – original draft, Writing – review & editing

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

Salman Ahmad

Roles Conceptualization, Data curation, Formal analysis, Methodology, Visualization, Writing – original draft, Writing – review & editing

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

Lin Hui Lee

Roles Data curation, Formal analysis, Methodology, Software, Writing – original draft

Affiliation Operations & Performance Management, Singapore General Hospital, Bukit Merah, Singapore City, Singapore

Yuzeng Shen

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Writing – review & editing

Affiliation Department of Emergency Medicine, Singapore General Hospital, Bukit Merah, Singapore City, Singapore

Marcus Eng Hock Ong

Roles Conceptualization, Data curation, Investigation, Methodology, Project administration, Supervision, Validation, Writing – review & editing

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

David Bruce Matchar

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

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

Lukas Schoenenberger

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

lukas.schoenenberger@bfh.ch

Affiliation Department of Health Professions, Institute of Health Economics and Health Policy, Bern University of Applied Sciences, Bern, Switzerland

Competing Interests

The authors have declared that no competing interests exist.