Machine learning used to study risk factors for chronic diseases: A scoping review.
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| Title: | Machine learning used to study risk factors for chronic diseases: A scoping review. |
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| Authors: | Shergill M; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada.; Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada., Durant S; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada., Birdi S; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada., Rabet R; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada., Ziegler C; Health Science Library, Unity Health Toronto, Toronto, ON, Canada., Ali S; Department of Epidemiology and Biostatistics, Western Centre for Public Health & Family Medicine, Western University, London, ON, Canada.; Department of Health Sciences, University of York, York, UK.; WHO Collaborating Centre for Knowledge Translation and Health Technology Assessment in Health Equity, Ottawa, ON, Canada., Buckeridge D; Department of Epidemiology, Biostatistics and Occupational Health, School of Population and Global Health, McGill University, Montreal, QC, Canada., Ghassemi M; Department of Electrical Engineering and Computer Science (EECS), Institute for Medical Engineering & Science (IMES), MIT, Cambridge, MA, USA., Gibson J; Joint Centre for Bioethics, University of Toronto, Toronto, ON, Canada., John-Baptiste A; Departments of Epidemiology & Biostatistics, Anesthesia & Perioperative Medicine, Schulich Interfaculty Program in Public Health, Western University, London, ON, Canada., Macklin J; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada.; Undergraduate Medical Education, Faculty of Medicine, University of Toronto, Toronto, ON, Canada., McCradden M; Department of Bioethics, The Hospital for Sick Children, Toronto, ON, Canada.; Genetics & Genome Biology, SickKids Research Institute, Toronto, ON, Canada.; Division of Clinical Public Health, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada., McKenzie K; Wellesley Institute, Toronto, ON, Canada.; CAMH, Toronto, ON, Canada., Naraei P; Department of Computer Science, Toronto Metropolitan University, Toronto, ON, Canada., Owusu-Bempah A; Department of Sociology, Faculty of Arts & Sciences, University of Toronto, Toronto, ON, Canada., Rosella LC; Division of Clinical Public Health, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.; Institute for Better Health, Trillium Health Partners, Toronto, ON, Canada., Shaw J; Department of Physical Therapy, Faculty of Medicine, University of Toronto, Toronto, ON, Canada., Upshur R; Joint Centre for Bioethics, University of Toronto, Toronto, ON, Canada.; Division of Clinical Public Health, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.; Department of Family and Community Medicine, Faculty of Medicine, University of Toronto, Toronto, ON, Canada., Mishra S; Division of Infectious Diseases, Department of Medicine, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.; MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, Toronto, ON, Canada.; Institute of Medical Science, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.; Institute of Health Policy, Management and Evaluation, and Division of Epidemiology, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.; ICES, Toronto, ON, Canada., Pinto AD; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada. andrew.pinto@utoronto.ca.; Division of Clinical Public Health, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada. andrew.pinto@utoronto.ca.; Department of Family and Community Medicine, Faculty of Medicine, University of Toronto, Toronto, ON, Canada. andrew.pinto@utoronto.ca.; Department of Family and Community Medicine, St. Michael's Hospital, Toronto, ON, Canada. andrew.pinto@utoronto.ca. |
| Source: | Canadian journal of public health = Revue canadienne de sante publique [Can J Public Health] 2026 Feb; Vol. 117 (1), pp. 125-139. Date of Electronic Publication: 2025 Jun 11. |
| Publication Type: | Scoping Review; Journal Article |
| Journal Info: | Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 0372714 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1920-7476 (Electronic) Linking ISSN: 00084263 NLM ISO Abbreviation: Can J Public Health Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 1920-7476 |
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| DOI: | 10.17269/s41997-025-01059-9 |
