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Representation and Bias in Artificial Intelligence Models for Thyroid Cancer: A Systematic Review.

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Title: Representation and Bias in Artificial Intelligence Models for Thyroid Cancer: A Systematic Review.
Authors: Ramchandani R; Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.; Institute of Health Policy and Medical Education (IHPME), University of Toronto, Toronto, Ontario, Canada., Guo E; Department of Neurosurgery, University of Toronto, Toronto, Ontario, Canada., Biglou SG; Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada., Sabbah SG; Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada., Mostowy M; Otolaryngology, University of Buffalo Jacobs School of Medicine, Buffalo, New York, USA., Mahiny D; Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada., Hurtubise C; Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada., Anicho-Okereke G; Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.; The Ottawa Hospital Research Institute, Ottawa, Ontario, Canada., Shorr R; Learning Services, The Ottawa Hospital, Ottawa, Ontario, Canada., Caulley L; The Ottawa Hospital Research Institute, Ottawa, Ontario, Canada.; Department of Otolaryngology-Head and Neck Surgery, University of Ottawa, Ottawa, Ontario, Canada.; Institut for Klinisk Medicine, Aarhus University, Aarhus, Denmark., Propst EJ; Department of Otolaryngology-Head and Neck Surgery, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada., Wolter NE; Department of Otolaryngology-Head and Neck Surgery, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada., Wasserman JD; Division of Endocrinology, Department of Pediatrics, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada., Eskander A; Institute of Health Policy and Medical Education (IHPME), University of Toronto, Toronto, Ontario, Canada.; Department of Otolaryngology-Head & Neck Surgery, Sunnybrook Health Sciences Centre and Michael Garron Hospital, University of Toronto, Toronto, Ontario, Canada., Siu JM; Department of Otolaryngology-Head and Neck Surgery, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada.
Source: Thyroid : official journal of the American Thyroid Association [Thyroid] 2025 Dec; Vol. 35 (12), pp. 1391-1402. Date of Electronic Publication: 2025 Aug 28.
Publication Type: Journal Article; Systematic Review
Journal Info: Publisher: Mary Ann Liebert Publishers Country of Publication: United States NLM ID: 9104317 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1557-9077 (Electronic) Linking ISSN: 10507256 NLM ISO Abbreviation: Thyroid Subsets: MEDLINE
Database: MEDLINE Ultimate
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              Text: 2025 Dec
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