Published on in Vol 14 (2025)
This is a member publication of National University of Singapore

1 Health Services Research Centre, Singapore Health Services Pte Ltd, Singapore, Singapore
2 Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA, United States
3 Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
4 Data and Computational Science Core, National Cancer Centre Singapore, Singapore, Singapore
5 Duke-NUS Medical School, National University of Singapore, Singapore, Singapore
6 Health Services Research Centre, Singapore Health Services Pte Ltd, Singapore, Singapore
7 Health Services Research Institute, SingHealth Duke-NUS Academic Medical Centre, Singapore, Singapore
8 Health Services and Systems Research, Duke-NUS Medical School, National University of Singapore, Singapore, Singapore
9 Lee Kong Chian School of Business, Singapore Management University, Singapore, Singapore
*these authors contributed equally