UV imaging reveals facial areas that are prone to skin cancer are disproportionately missed during sunscreen application

• Harry Pratt ,

  Contributed equally to this work with: Harry Pratt, Kareem Hassanin

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

  Affiliation Department of Eye and Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom

  ⨯
• Kareem Hassanin ,

  Contributed equally to this work with: Harry Pratt, Kareem Hassanin

  Roles Methodology, Project administration, Writing – review & editing

  Affiliation Department of Eye and Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom

  ⨯
• Lee D. Troughton,

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

  Affiliation Department of Eye and Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom

  ⨯
• Gabriela Czanner,

  Roles Conceptualization, Formal analysis, Writing – review & editing

  Affiliations Department of Eye and Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom, Department of Biostatistics, Institute of Translational Medicine, University of Liverpool, Liverpool, United Kingdom

  ⨯
• Yalin Zheng,

  Roles Conceptualization, Formal analysis, Methodology

  Affiliation Department of Eye and Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom

  ⨯
• Austin G. McCormick ,

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

  ¶‡ These authors supervised this work equally.

  Affiliation Department of Opthalmology, Aintree University Teaching hospital, Liverpool, United Kingdom

  ⨯
• Kevin J. Hamill

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

  * E-mail: khamill@liverpool.ac.uk

  ¶‡ These authors supervised this work equally.

  Affiliation Department of Eye and Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom

  http://orcid.org/0000-0002-7852-1944

  ⨯