Bias in machine learning applications to address non-communicable diseases at a population-level: a scoping review.

Autor: Birdi S; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada., Rabet R; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada., Durant S; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada., Patel A; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada., Vosoughi T; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada., Shergill M; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada.; Michael G. DeGroote School of Medicine, McMaster University, Hamilton, ON, Canada., Costanian C; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada., Ziegler CP; Library Services, Unity Health Toronto, St. Michael's Hospital, Toronto, ON, Canada., Ali S; Department of Epidemiology and Biostatistics, Western Centre for Public Health & Family Medicine, Western University, London, ON, Canada.; Division of Epidemiology, Dalla Lana School of Public Health, Toronto, ON, Canada.; Department of Laboratory Medicine and Pathobiology, Temerty Faculty of Medicine, Toronto, 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) and 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, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada.; Undergraduate Medical Education, Faculty of Medicine, University of Toronto, Toronto, ON, Canada., McCradden M; Division of Clinical Public Health, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.; Department of Bioethics, The Hospital for Sick Children, Toronto, ON, Canada.; Genetics & Genome Biology, SickKids Research Institute, Toronto, ON, Canada., McKenzie K; Wellesley Institute, Toronto, ON, Canada.; CAMH, 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, Canada.; Institute of Health Policy, Management and Evaluation, Division of Epidemiology, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada.; ICES, 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 L; 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.; Department of Health Sciences, University of York, York, UK.; WHO Collaborating Centre for Knowledge Translation and Health Technology Assessment in Health Equity, Ottawa Centre for Health Equity, Ottawa, ON, Canada., Shaw J; Department of Physical Therapy, Faculty of Medicine, University of Toronto, Toronto, ON, Canada., Upshur R; Department of Family and Community Medicine, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.; Division of Clinical Public Health, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.; Joint Centre for Bioethics, University of Toronto, Toronto, ON, Canada., Pinto AD; Upstream Lab, MAP Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, 30 Bond Street, Toronto, ON, M5B 1W8, Canada. andrew.pinto@utoronto.ca.; Department of Family and Community Medicine, St. Michael's Hospital, 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.; Division of Clinical Public Health, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada. andrew.pinto@utoronto.ca.

Publikováno v: BMC public health [BMC Public Health] 2024 Dec 28; Vol. 24 (1), pp. 3599. Date of Electronic Publication: 2024 Dec 28.

Interactive Visualization Applications in Population Health and Health Services Research: Systematic Scoping Review

Autor: Jawad Chishtie, Iwona Anna Bielska, Aldo Barrera, Jean-Sebastien Marchand, Muhammad Imran, Syed Farhan Ali Tirmizi, Luke A Turcotte, Sarah Munce, John Shepherd, Arrani Senthinathan, Monica Cepoiu-Martin, Michael Irvine, Jessica Babineau, Sally Abudiab, Marko Bjelica, Christopher Collins, B Catharine Craven, Sara Guilcher, Tara Jeji, Parisa Naraei, Susan Jaglal

Publikováno v: Journal of Medical Internet Research, Vol 24, Iss 2, p e27534 (2022)

BackgroundSimple visualizations in health research data, such as scatter plots, heat maps, and bar charts, typically present relationships between 2 variables. Interactive visualization methods allow for multiple related facets such as numerous risk

Externí odkaz: https://doaj.org/article/f4cb14f2dac9414dbebd77012842b196

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