About the Authors

Yi Feng Lai

Contributed equally to this work with: Yi Feng Lai, Sophia Yi-Fei Lee, Jun Xiong, Si Yun Leow, Cher Wee Lim, Biauw Chi Ong

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

yifeng.lai@moht.com.sg

Affiliations MOH Office for Healthcare Transformation, Ministry of Health, Singapore City, Singapore, School of Public Health, University of Illinois at Chicago, Chicago, Illinois, United States of America, Department of Pharmacy, National University of Singapore, Singapore City, Singapore

Sophia Yi-Fei Lee

Contributed equally to this work with: Yi Feng Lai, Sophia Yi-Fei Lee, Jun Xiong, Si Yun Leow, Cher Wee Lim, Biauw Chi Ong

Roles Data curation, Formal analysis, Project administration, Writing – original draft

Affiliation Business School, National University of Singapore, Singapore City, Singapore

Jun Xiong

Contributed equally to this work with: Yi Feng Lai, Sophia Yi-Fei Lee, Jun Xiong, Si Yun Leow, Cher Wee Lim, Biauw Chi Ong

Roles Data curation, Formal analysis, Project administration, Writing – original draft

Affiliation Business School, National University of Singapore, Singapore City, Singapore

Si Yun Leow

Contributed equally to this work with: Yi Feng Lai, Sophia Yi-Fei Lee, Jun Xiong, Si Yun Leow, Cher Wee Lim, Biauw Chi Ong

Roles Data curation, Formal analysis, Project administration, Writing – original draft

Affiliation Business School, National University of Singapore, Singapore City, Singapore

Cher Wee Lim

Contributed equally to this work with: Yi Feng Lai, Sophia Yi-Fei Lee, Jun Xiong, Si Yun Leow, Cher Wee Lim, Biauw Chi Ong

Roles Conceptualization, Methodology, Resources, Software, Supervision, Validation, Writing – review & editing

Affiliations MOH Office for Healthcare Transformation, Ministry of Health, Singapore City, Singapore, Saw Swee Hock School of Public Health, National University of Singapore, Singapore City, Singapore

Biauw Chi Ong

Contributed equally to this work with: Yi Feng Lai, Sophia Yi-Fei Lee, Jun Xiong, Si Yun Leow, Cher Wee Lim, Biauw Chi Ong

Roles Conceptualization, Methodology, Supervision, Writing – review & editing

Affiliation Medical Board, Sengkang General Hospital, Singapore City, Singapore

Competing Interests

The authors have declared that no competing interests exist.