Identifying Psychosocial and Ecological Determinants of Enthusiasm In Youth: Integrative Cross-Sectional Analysis Using Machine Learning

Roberta M Dolling-Boreham   ^{1, 2} , BASc, MD ;   Akshay Mohan   ^{2, 3} , BTech, SM ;   Mohamed Abdelhack   ² , MSc, PhD ;   Tara Elton-Marshall   ^{4, 5} , PhD ;   Hayley A Hamilton   ^{5, 6, 7} , PhD ;   Angela Boak   ⁵ , MA ;   Daniel Felsky   ^{2, 6, 8, 9} , BSc, PhD

¹ Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada

² Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada

³ Center for Industrial Relations and Human Resources, University of Toronto, Toronto, ON, Canada

⁴ School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada

⁵ Institute for Mental Health Policy Research, Centre for Addiction and Mental Health, Toronto, ON, Canada

⁶ Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada

⁷ Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada

⁸ Department of Psychiatry, University of Toronto, Toronto, ON, Canada

⁹ Institute of Medical Science, University of Toronto, Toronto, ON, Canada