About the Authors

Callum Mole

Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

Affiliation School of Psychology, University of Leeds, Leeds, United Kingdom

Jami Pekkanen

Roles Formal analysis, Methodology, Software, Visualization, Writing – original draft

Affiliations School of Psychology, University of Leeds, Leeds, United Kingdom, Cognitive Science, University of Helsinki, Helsinki, Finland

William Sheppard

Roles Methodology, Writing – review & editing

Affiliation School of Psychology, University of Leeds, Leeds, United Kingdom

Tyron Louw

Roles Writing – review & editing

Affiliation Institute of Transport Studies, University of Leeds, Leeds, United Kingdom

Richard Romano

Roles Conceptualization, Funding acquisition, Writing – review & editing

Affiliation Institute of Transport Studies, University of Leeds, Leeds, United Kingdom

Natasha Merat

Roles Conceptualization, Funding acquisition, Writing – review & editing

Affiliation Institute of Transport Studies, University of Leeds, Leeds, United Kingdom

Gustav Markkula

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

Affiliation Institute of Transport Studies, University of Leeds, Leeds, United Kingdom

Richard Wilkie

Roles Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

r.m.wilkie@leeds.ac.uk

Affiliation School of Psychology, University of Leeds, Leeds, United Kingdom

Competing Interests

The authors have declared that no competing interests exist.