About the Authors

Jue Tao Lim

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

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

Borame Sue Dickens

Contributed equally to this work with: Borame Sue Dickens, Sun Haoyang

Roles Data curation, Investigation, Writing – review & editing

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

Sun Haoyang

Contributed equally to this work with: Borame Sue Dickens, Sun Haoyang

Roles Writing – review & editing

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

Ng Lee Ching

Roles Data curation

Affiliation Environmental Health Institute, National Environmental Agency, Singapore

Alex R. Cook

Roles Supervision, Visualization, Writing – original draft, Writing – review & editing

alex.richard.cook@gmail.com

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.