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Page 1
Large language models encode clinical knowledge.
Singhal K, Azizi S, Tu T, Mahdavi SS, Wei J, Chung HW, Scales N, Tanwani A, Cole-Lewis H, Pfohl S, Payne P, Seneviratne M, Gamble P, Kelly C, Babiker A, Schärli N, Chowdhery A, Mansfield P, Demner-Fushman D, Agüera Y Arcas B, Webster D, Corrado GS, Matias Y, Chou K, Gottweis J, Tomasev N, Liu Y, Rajkomar A, Barral J, Semturs C, Karthikesalingam A, Natarajan V. Singhal K, et al. Among authors: azizi s. Nature. 2023 Aug;620(7972):172-180. doi: 10.1038/s41586-023-06291-2. Epub 2023 Jul 12. Nature. 2023. PMID: 37438534 Free PMC article.
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: azizi s. Med Image Anal. 2022 Jan;75:102274. doi: 10.1016/j.media.2021.102274. Epub 2021 Oct 20. Med Image Anal. 2022. PMID: 34731777
Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging.
Azizi S, Culp L, Freyberg J, Mustafa B, Baur S, Kornblith S, Chen T, Tomasev N, Mitrović J, Strachan P, Mahdavi SS, Wulczyn E, Babenko B, Walker M, Loh A, Chen PC, Liu Y, Bavishi P, McKinney SM, Winkens J, Roy AG, Beaver Z, Ryan F, Krogue J, Etemadi M, Telang U, Liu Y, Peng L, Corrado GS, Webster DR, Fleet D, Hinton G, Houlsby N, Karthikesalingam A, Norouzi M, Natarajan V. Azizi S, et al. Nat Biomed Eng. 2023 Jun;7(6):756-779. doi: 10.1038/s41551-023-01049-7. Epub 2023 Jun 8. Nat Biomed Eng. 2023. PMID: 37291435
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: azizi s. Nat Med. 2023 Jul;29(7):1814-1820. doi: 10.1038/s41591-023-02437-x. Epub 2023 Jul 17. Nat Med. 2023. PMID: 37460754
Publisher Correction: Large language models encode clinical knowledge.
Singhal K, Azizi S, Tu T, Mahdavi SS, Wei J, Chung HW, Scales N, Tanwani A, Cole-Lewis H, Pfohl S, Payne P, Seneviratne M, Gamble P, Kelly C, Babiker A, Schärli N, Chowdhery A, Mansfield P, Demner-Fushman D, Agüera Y Arcas B, Webster D, Corrado GS, Matias Y, Chou K, Gottweis J, Tomasev N, Liu Y, Rajkomar A, Barral J, Semturs C, Karthikesalingam A, Natarajan V. Singhal K, et al. Among authors: azizi s. Nature. 2023 Aug;620(7973):E19. doi: 10.1038/s41586-023-06455-0. Nature. 2023. PMID: 37500979 Free PMC article. No abstract available.
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: azizi s. 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.
Predicting lymph node metastasis from primary tumor histology and clinicopathologic factors in colorectal cancer using deep learning.
Krogue JD, Azizi S, Tan F, Flament-Auvigne I, Brown T, Plass M, Reihs R, Müller H, Zatloukal K, Richeson P, Corrado GS, Peng LH, Mermel CH, Liu Y, Chen PC, Gombar S, Montine T, Shen J, Steiner DF, Wulczyn E. Krogue JD, et al. Among authors: azizi s. Commun Med (Lond). 2023 Apr 24;3(1):59. doi: 10.1038/s43856-023-00282-0. Commun Med (Lond). 2023. PMID: 37095223 Free PMC article.
446 results