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Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to clinicians.
Dvijotham KD, Winkens J, Barsbey M, Ghaisas S, Stanforth R, Pawlowski N, Strachan P, Ahmed Z, Azizi S, Bachrach Y, Culp L, Daswani M, Freyberg J, Kelly C, Kiraly A, Kohlberger T, McKinney S, Mustafa B, Natarajan V, Geras K, Witowski J, Qin ZZ, Creswell J, Shetty S, Sieniek M, Spitz T, Corrado G, Kohli P, Cemgil T, Karthikesalingam A. Dvijotham KD, et al. Among authors: cemgil t. Nat Med. 2023 Jul;29(7):1814-1820. doi: 10.1038/s41591-023-02437-x. Epub 2023 Jul 17. Nat Med. 2023. PMID: 37460754
Does your dermatology classifier know what it doesn't know? Detecting the long-tail of unseen conditions.
Guha Roy A, Ren J, Azizi S, Loh A, Natarajan V, Mustafa B, Pawlowski N, Freyberg J, Liu Y, Beaver Z, Vo N, Bui P, Winter S, MacWilliams P, Corrado GS, Telang U, Liu Y, Cemgil T, Karthikesalingam A, Lakshminarayanan B, Winkens J. Guha Roy A, et al. Among authors: cemgil t. Med Image Anal. 2022 Jan;75:102274. doi: 10.1016/j.media.2021.102274. Epub 2021 Oct 20. Med Image Anal. 2022. PMID: 34731777
Faster sorting algorithms discovered using deep reinforcement learning.
Mankowitz DJ, Michi A, Zhernov A, Gelmi M, Selvi M, Paduraru C, Leurent E, Iqbal S, Lespiau JB, Ahern A, Köppe T, Millikin K, Gaffney S, Elster S, Broshear J, Gamble C, Milan K, Tung R, Hwang M, Cemgil T, Barekatain M, Li Y, Mandhane A, Hubert T, Schrittwieser J, Hassabis D, Kohli P, Riedmiller M, Vinyals O, Silver D. Mankowitz DJ, et al. Among authors: cemgil t. Nature. 2023 Jun;618(7964):257-263. doi: 10.1038/s41586-023-06004-9. Epub 2023 Jun 7. Nature. 2023. PMID: 37286649 Free PMC article.
Generative models improve fairness of medical classifiers under distribution shifts.
Ktena I, Wiles O, Albuquerque I, Rebuffi SA, Tanno R, Roy AG, Azizi S, Belgrave D, Kohli P, Cemgil T, Karthikesalingam A, Gowal S. Ktena I, et al. Among authors: cemgil t. Nat Med. 2024 Apr;30(4):1166-1173. doi: 10.1038/s41591-024-02838-6. Epub 2024 Apr 10. Nat Med. 2024. PMID: 38600282 Free PMC article.