About the Authors

Ali Arabian

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

tsaar@leeds.ac.uk

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

Courtney M. Goodridge

Roles Conceptualization, Formal analysis, Methodology, Project administration, Resources, Supervision, Validation, Writing – review & editing

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

Natasha Merat

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

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

Competing Interests

The authors have declared that no competing interests exist.