About the Authors

Jue Tao Lim

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

ephljt@nus.edu.sg

Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore

Borame Sue Lee Dickens

Contributed equally to this work with: Borame Sue Lee Dickens, Lawrence Zheng Xiong Chew, Esther Li Wen Choo

Roles Visualization, Writing – review & editing

Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore

Lawrence Zheng Xiong Chew

Contributed equally to this work with: Borame Sue Lee Dickens, Lawrence Zheng Xiong Chew, Esther Li Wen Choo

Roles Data curation, Writing – original draft

Affiliations Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Department of Geography, Faculty of Arts and Social Sciences, National University of Singapore, Singapore

Esther Li Wen Choo

Contributed equally to this work with: Borame Sue Lee Dickens, Lawrence Zheng Xiong Chew, Esther Li Wen Choo

Roles Data curation, Writing – original draft

Affiliations Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore

Joel Ruihan Koo

Roles Writing – review & editing

Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore

Joel Aik

Roles Writing – review & editing

Affiliation Environmental Health Institute, National Environmental Agency, Singapore

Lee Ching Ng

Roles Writing – review & editing

Affiliation Environmental Health Institute, National Environmental Agency, Singapore

Alex R. Cook

Roles Funding acquisition, Methodology, Project administration, Supervision, Writing – review & editing

Affiliation Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore

Competing Interests

The authors have declared that no competing interests exist.