About the Authors

Chun Wei Yap

Roles Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft

Chun_Wei_YAP@nhg.com.sg

Affiliation Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore

Lixia Ge

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

Affiliation Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore

Reuben Ong

Roles Data curation, Project administration, Writing – review & editing

Affiliation Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore

Ruijie Li

Roles Conceptualization, Supervision

Affiliation Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore

Bee Hoon Heng

Roles Conceptualization, Funding acquisition, Resources, Supervision, Writing – review & editing

Affiliation Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore

Competing Interests

The authors have declared that no competing interests exist.