About the Authors

Nicholas Gray

Contributed equally to this work with: Nicholas Gray, Dominic Calleja, Alexander Wimbush

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

nickgray@liverpool.ac.uk, COVID19@riskinstitute.uk

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Dominic Calleja

Contributed equally to this work with: Nicholas Gray, Dominic Calleja, Alexander Wimbush

Roles Conceptualization, Formal analysis, Methodology, Writing – original draft, Writing – review & editing

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Alexander Wimbush

Contributed equally to this work with: Nicholas Gray, Dominic Calleja, Alexander Wimbush

Roles Conceptualization, Formal analysis, Methodology, Writing – original draft, Writing – review & editing

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Enrique Miralles-Dolz

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

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Ander Gray

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

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Marco De Angelis

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

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Elfriede Derrer-Merk

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

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Bright Uchenna Oparaji

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

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Vladimir Stepanov

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

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Louis Clearkin

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

Affiliation Wirral & Liverpool University Teaching Hospitals, Birkenhead, United Kingdom

Scott Ferson

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

Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom

Competing Interests

The authors have declared that no competing interests exist.