McWilliams, Ryan https://orcid.org/0009-0004-6025-1247
Larby, Daniel
Forni, Fulvio https://orcid.org/0000-0002-5728-0176
Khanduja, Vikas https://orcid.org/0000-0001-9454-3978
Funding for this research was provided by:
The Observatory for Human-Machine Collaboration, University of Cambridge
Article History
Received: 28 August 2026
Accepted: 9 September 2026
First Online: 22 September 2026
Declarations
Competing interests: The authors declare no competing interests.
Ethics approval: Not applicable. This bench study involved no human participants, human data, animals or biological material.