Sharma, Videha https://orcid.org/0000-0001-7640-1239
McDermott, John H. https://orcid.org/0000-0002-5220-8837
Keen, Jessica https://orcid.org/0009-0009-7708-8534
Koikkalainen, Heidi https://orcid.org/0000-0003-0517-6382
McNicoll, Ian https://orcid.org/0009-0008-7364-185X
Davies, Angela https://orcid.org/0000-0002-3365-7231
Newman, William G. https://orcid.org/0000-0002-6382-4678
Funding for this research was provided by:
Innovate UK (10058536)
Innovate UK (10058536)
DH | National Institute for Health Research (203956)
DH | National Institute for Health Research (301748)
DH | NIHR | School for Social Care Research (203956)
Article History
Received: 10 December 2025
Revised: 8 May 2026
Accepted: 27 May 2026
First Online: 13 June 2026
Competing interests
: VS, WN and JM are co-founders of an early-stage health technology start-up, Fava Health Ltd. IM is a director at freshEHR Clinical Informatics©. HK is an employee at freshEHR Clinical Informatics©.