About the Authors

Marta Bertran

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

‡ MB and ZA-C are joint first authors on this work. SNL and GO are joint last authors on this work.

Affiliation Immunisation and Vaccine Preventable Diseases Division, UK Health Security Agency, London, United Kingdom

Zahin Amin-Chowdhury

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

‡ MB and ZA-C are joint first authors on this work. SNL and GO are joint last authors on this work.

Affiliation Immunisation and Vaccine Preventable Diseases Division, UK Health Security Agency, London, United Kingdom

Hannah G. Davies

Roles Investigation, Writing – review & editing

Affiliation Paediatric Infectious Diseases Research Group, St George’s University of London, London, United Kingdom

Hester Allen

Roles Data curation, Writing – review & editing

Affiliation COVID-19 National Epidemiology Cell, UK Health Security Agency, London, United Kingdom

Tom Clare

Roles Data curation, Writing – review & editing

Affiliation COVID-19 National Epidemiology Cell, UK Health Security Agency, London, United Kingdom

Chloe Davison

Roles Data curation, Writing – review & editing

Affiliation COVID-19 National Epidemiology Cell, UK Health Security Agency, London, United Kingdom

Mary Sinnathamby

Roles Data curation, Writing – review & editing

Affiliation COVID-19 National Epidemiology Cell, UK Health Security Agency, London, United Kingdom

Giulia Seghezzo

Roles Data curation, Writing – review & editing

Affiliation COVID-19 National Epidemiology Cell, UK Health Security Agency, London, United Kingdom

Meaghan Kall

Roles Data curation, Writing – review & editing

Affiliation COVID-19 National Epidemiology Cell, UK Health Security Agency, London, United Kingdom

Hannah Williams

Roles Data curation, Methodology, Writing – review & editing

Affiliations Joint Modelling Team (JMT), UK Health Security Agency, London, United Kingdom, Emergency Preparedness, Response and Resilience, UK Health Security Agency, Porton Down, United Kingdom

Nick Gent

Roles Data curation, Writing – review & editing

Affiliations Joint Modelling Team (JMT), UK Health Security Agency, London, United Kingdom, Emergency Preparedness, Response and Resilience, UK Health Security Agency, Porton Down, United Kingdom

Mary E. Ramsay

Roles Conceptualization, Project administration, Writing – review & editing

Affiliation Immunisation and Vaccine Preventable Diseases Division, UK Health Security Agency, London, United Kingdom

Shamez N. Ladhani

Roles Conceptualization, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

shamez.ladhani@ukhsa.gov.uk

‡ MB and ZA-C are joint first authors on this work. SNL and GO are joint last authors on this work.

Affiliations Immunisation and Vaccine Preventable Diseases Division, UK Health Security Agency, London, United Kingdom, Paediatric Infectious Diseases Research Group, St George’s University of London, London, United Kingdom

Godwin Oligbu

Roles Conceptualization, Investigation, Methodology, Writing – original draft, Writing – review & editing

‡ MB and ZA-C are joint first authors on this work. SNL and GO are joint last authors on this work.

Affiliations Immunisation and Vaccine Preventable Diseases Division, UK Health Security Agency, London, United Kingdom, Paediatric Infectious Diseases Research Group, St George’s University of London, London, United Kingdom

Competing Interests

The authors have declared that no competing interests exist.