https://orcid.org/0000-0002-0930-4575
About the Authors
- Nicholas Gray
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Contributed equally to this work with: Nicholas Gray, Dominic Calleja, Alexander Wimbush
Roles Conceptualization, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing
* E-mail: nickgray@liverpool.ac.uk, COVID19@riskinstitute.uk
Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom
- Dominic Calleja
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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
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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
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Roles Conceptualization, Methodology, Writing – original draft, Writing – review & editing
Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom
- Ander Gray
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Roles Conceptualization, Methodology, Writing – original draft, Writing – review & editing
Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom
- Marco De Angelis
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Roles Conceptualization, Methodology, Writing – original draft, Writing – review & editing
Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom
- Elfriede Derrer-Merk
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Roles Conceptualization, Writing – original draft, Writing – review & editing
Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom
- Bright Uchenna Oparaji
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Roles Conceptualization, Writing – original draft, Writing – review & editing
Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom
- Vladimir Stepanov
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Roles Conceptualization, Writing – original draft, Writing – review & editing
Affiliation Institute for Risk and Uncertainty, University of Liverpool, Liverpool, United Kingdom
- Louis Clearkin
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Roles Conceptualization, Writing – original draft, Writing – review & editing
Affiliation Wirral & Liverpool University Teaching Hospitals, Birkenhead, United Kingdom
- Scott Ferson
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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.