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.

Diversity, inclusivity and traceability of mammography datasets used in development of Artificial Intelligence technologies: a systematic review.

Autor: Laws E; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK; National Institute for Health and Care Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK., Palmer J; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK; National Institute for Health and Care Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK., Alderman J; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK; National Institute for Health and Care Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK., Sharma O; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK., Ngai V; University College London Medical School, London, UK., Salisbury T; South Tyneside and Sunderland NHS Foundation Trust, Sunderland, UK., Hussain G; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK., Ahmed S; University of Leicester Medical School, Leicester, UK., Sachdeva G; The Royal Wolverhampton NHS Trust, UK., Vadera S; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; University Hospitals of Leicester NHS Trust, Leicester, UK., Mateen B; University College London, Institute of Health Informatics, London, UK; PATH, Seattle, Washington, United States; Wellcome Trust, London, UK., Matin R; Oxford University Hospitals NHS Foundation Trust, Oxford, UK., Kuku S; University College London, London, UK., Calvert M; National Institute for Health and Care Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK; Birmingham Health Partners Centre for Regulatory Science and Innovation, University of Birmingham, Birmingham, UK; Centre for Patient Reported Outcomes Research, Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.; National Institute for Health and Care Research Applied Research Collaboration West Midlands, University of Birmingham, Birmingham, UK; National Institute for Health and Care Research Blood and Transplant Research Unit in Precision Transplant and Cellular Therapeutics, University of Birmingham, Birmingham, UK., Gath J; Independent Cancer Patients' Voice, London, UK., Treanor D; Leeds Teaching Hospitals NHS Trust, Leeds, UK; University of Leeds, Leeds, UK; Department of Clinical Pathology, Linköping University, Linköping, Sweden; Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden., McCradden M; Department of Bioethics, The Hospital for Sick Children, Toronto, Canada; Genetics & Genome Biology, SickKids Research Institute, Toronto, Canada., Mackintosh M; Genomics England Limited, London, UK; The Alan Turing Institute, London, UK., Gichoya J; Department of Radiology, Emory University, USA., Trivedi H; Department of Radiology, Emory University, USA., Denniston AK; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK; National Institute for Health and Care Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK; National Institute for Health and Care Research Biomedical Research Centre, Moorfields Eye Hospital/University College London, London, UK; Birmingham Health Partners Centre for Regulatory Science and Innovation, University of Birmingham, Birmingham, UK., Liu X; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK; National Institute for Health and Care Research Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK; Birmingham Health Partners Centre for Regulatory Science and Innovation, University of Birmingham, Birmingham, UK. Electronic address: x.liu.8@bham.ac.uk.

Publikováno v: Clinical imaging [Clin Imaging] 2024 Nov 26; Vol. 118, pp. 110369. Date of Electronic Publication: 2024 Nov 26.

Medical artificial intelligence for clinicians: the lost cognitive perspective.

Autor: Tikhomirov L; Australian Institute for Machine Learning, University of Adelaide, Adelaide, SA, Australia. Electronic address: lana.tikhomirov@adelaide.edu.au., Semmler C; School of Psychology, University of Adelaide, Adelaide, SA, Australia., McCradden M; Australian Institute for Machine Learning, University of Adelaide, Adelaide, SA, Australia; School of Public Health, Hospital for Sick Children, University of Toronto, Toronto, ON, Canada., Searston R; School of Psychology, University of Adelaide, Adelaide, SA, Australia., Ghassemi M; Department of Electrical Engineering and Computer Science and Institute for Medical and Evaluative Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA., Oakden-Rayner L; Australian Institute for Machine Learning, University of Adelaide, Adelaide, SA, Australia.

Publikováno v: The Lancet. Digital health [Lancet Digit Health] 2024 Aug; Vol. 6 (8), pp. e589-e594.

Tackling bias in AI health datasets through the STANDING Together initiative.

Autor: Ganapathi S; College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK., Palmer J; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK., Alderman JE; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK.; Institute of Inflammation and Ageing, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK., Calvert M; Birmingham Health Partners Centre for Regulatory Science and Innovation, University of Birmingham, Birmingham, UK.; Centre for Patient Reported Outcome Research, Institute of Applied Health Research, University of Birmingham, Birmingham, UK.; NIHR Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK.; NIHR Surgical Reconstruction and Microbiology Research Centre, University of Birmingham, Birmingham, UK.; NIHR Applied Research Collaborative West Midlands University of Birmingham, Birmingham, UK., Espinoza C; Patient Partner, Birmingham, UK., Gath J; Patient Partner, Birmingham, UK.; Patient Partner, Sheffield, UK., Ghassemi M; Department of Electrical Engineering and Computer Science; Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA., Heller K; Google Research, Mountain View, California, USA., Mckay F; The Ethox Centre and the Wellcome Centre for Ethics and Humanities, Nuffield Department of Population Health, University of Oxford, Oxford, UK., Karthikesalingam A; Google Research, London, UK., Kuku S; Institute of Women's Health, University College London, London, UK.; Hardian Health, London, UK., Mackintosh M; Genomics England, London, UK., Manohar S; Health Data Research, London, UK., Mateen BA; Institute of Health Informatics, University College London, London, UK.; The Wellcome Trust, London, UK., Matin R; Oxford University Hospitals NHS Foundation Trust, Oxford, UK., McCradden M; Department of Bioethics, Hospital for Sick Children, Toronto, Ontario, Canada.; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada., Oakden-Rayner L; Australian Institute for Machine Learning, University of Adelaide, Adelaide, South Australia, Australia., Ordish J; Medicines and Healthcare Products Regulatory Agency, London, UK., Pearson R; Medicines and Healthcare Products Regulatory Agency, London, UK., Pfohl SR; Google Research, Mountain View, California, USA., Rostamzadeh N; Google Research, Montreal, Canada., Sapey E; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK.; Institute of Inflammation and Ageing, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK., Sebire N; Health Data Research, London, UK.; Great Ormond Street Hospital for Children, London, UK., Sounderajah V; Institute of Global Health Innovation, Imperial College London, London, UK.; Department of Surgery and Cancer, Imperial College London, London, UK., Summers C; Wolfson Lung Injury Unit, Heart and Lung Research Institute, University of Cambridge, Cambrdige, UK.; Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK., Treanor D; Leeds Teaching Hospitals NHS Trust, Leeds, UK.; University of Leeds, Leeds, UK.; Department of Clinical Pathology, and Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden.; Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden., Denniston AK; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK.; Institute of Inflammation and Ageing, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.; Birmingham Health Partners Centre for Regulatory Science and Innovation, University of Birmingham, Birmingham, UK.; NIHR Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, UK.; Health Data Research, London, UK., Liu X; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK. x.liu.8@bham.ac.uk.; Institute of Inflammation and Ageing, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK. x.liu.8@bham.ac.uk.; Birmingham Health Partners Centre for Regulatory Science and Innovation, University of Birmingham, Birmingham, UK. x.liu.8@bham.ac.uk.

Publikováno v: Nature medicine [Nat Med] 2022 Nov; Vol. 28 (11), pp. 2232-2233.

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