About the Authors

Julia Michalow

Roles Conceptualization, Data curation, Formal analysis, Visualization, Writing – original draft, Writing – review & editing

j.michalow21@imperial.ac.uk

Affiliation MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, United Kingdom

Magdalene K. Walters

Contributed equally to this work with: Magdalene K. Walters, Olanrewaju Edun

Roles Data curation, Writing – review & editing

Affiliation MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, United Kingdom

Olanrewaju Edun

Contributed equally to this work with: Magdalene K. Walters, Olanrewaju Edun

Roles Data curation, Writing – review & editing

Affiliation MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, United Kingdom

Max Wybrant

Roles Data curation, Writing – review & editing

Affiliation MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, United Kingdom

Bethan Davies

Roles Data curation, Writing – review & editing

Affiliation MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom

Tendesayi Kufa

Roles Data curation, Writing – review & editing

Affiliation Centre for HIV & STI, National Institute for Communicable Diseases, Johannesburg, South Africa

Thabitha Mathega

Roles Data curation, Writing – review & editing

Affiliation Centre for HIV & STI, National Institute for Communicable Diseases, Johannesburg, South Africa

Sungai T. Chabata

Roles Data curation, Writing – review & editing

Affiliation Centre for Sexual Health and HIV AIDS Research (CeSHHAR), Harare, Zimbabwe

Frances M. Cowan

Roles Data curation, Writing – review & editing

Affiliations Centre for Sexual Health and HIV AIDS Research (CeSHHAR), Harare, Zimbabwe, Department of International Public Health, Liverpool School of Tropical Medicine, Liverpool, United Kingdom

Anne Cori

Roles Conceptualization, Writing – review & editing

Affiliation MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, United Kingdom

Marie-Claude Boily

Roles Conceptualization, Writing – review & editing

Affiliation MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, United Kingdom

Jeffrey W. Imai-Eaton

Roles Conceptualization, Supervision, Writing – review & editing

Affiliations MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, United Kingdom, Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America

Competing Interests

The authors have declared that no competing interests exist.