About the Authors

Mohammed Almannaa

Roles Formal analysis, Funding acquisition, Investigation, Methodology, Writing – original draft

malmannaa@ksu.edu.sa

Affiliation Department of Civil Engineering, College of Engineering, King Saud University, Riyadh, Saudi Arabia

Cat Woodson

Roles Data curation, Formal analysis, Investigation, Resources, Writing – original draft

Affiliation School of Public and International Affairs, Virginia Tech, Blacksburg, VA, United States of America

Huthaifa Ashqar

Roles Conceptualization, Investigation, Methodology, Project administration, Writing – original draft

Affiliation Precision Systems, Inc. Arab American University, Washington, DC, United States of America

Mohammed Elhenawy

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

Affiliation Centre for Accident Research and Road Safety, Queensland University of Technology, Brisbane, Australia

Competing Interests

The authors have declared that no competing interests exist.