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Page 1
Toward expert-level medical question answering with large language models.
Singhal K, Tu T, Gottweis J, Sayres R, Wulczyn E, Amin M, Hou L, Clark K, Pfohl SR, Cole-Lewis H, Neal D, Rashid QM, Schaekermann M, Wang A, Dash D, Chen JH, Shah NH, Lachgar S, Mansfield PA, Prakash S, Green B, Dominowska E, Agüera Y Arcas B, Tomašev N, Liu Y, Wong R, Semturs C, Mahdavi SS, Barral JK, Webster DR, Corrado GS, Matias Y, Azizi S, Karthikesalingam A, Natarajan V. Singhal K, et al. Among authors: natarajan v. Nat Med. 2025 Jan 8. doi: 10.1038/s41591-024-03423-7. Online ahead of print. Nat Med. 2025. PMID: 39779926
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: natarajan v. 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.
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: natarajan v. Nature. 2023 Aug;620(7973):E19. doi: 10.1038/s41586-023-06455-0. Nature. 2023. PMID: 37500979 Free PMC article. No abstract available.
Collaboration between clinicians and vision-language models in radiology report generation.
Tanno R, Barrett DGT, Sellergren A, Ghaisas S, Dathathri S, See A, Welbl J, Lau C, Tu T, Azizi S, Singhal K, Schaekermann M, May R, Lee R, Man S, Mahdavi S, Ahmed Z, Matias Y, Barral J, Eslami SMA, Belgrave D, Liu Y, Kalidindi SR, Shetty S, Natarajan V, Kohli P, Huang PS, Karthikesalingam A, Ktena I. Tanno R, et al. Among authors: natarajan v. Nat Med. 2024 Nov 7. doi: 10.1038/s41591-024-03302-1. Online ahead of print. Nat Med. 2024. PMID: 39511432
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. Among authors: natarajan v. 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: natarajan v. Nat Med. 2023 Jul;29(7):1814-1820. doi: 10.1038/s41591-023-02437-x. Epub 2023 Jul 17. Nat Med. 2023. PMID: 37460754
An intentional approach to managing bias in general purpose embedding models.
Weng WH, Sellergen A, Kiraly AP, D'Amour A, Park J, Pilgrim R, Pfohl S, Lau C, Natarajan V, Azizi S, Karthikesalingam A, Cole-Lewis H, Matias Y, Corrado GS, Webster DR, Shetty S, Prabhakara S, Eswaran K, Celi LAG, Liu Y. Weng WH, et al. Among authors: natarajan v. Lancet Digit Health. 2024 Feb;6(2):e126-e130. doi: 10.1016/S2589-7500(23)00227-3. Lancet Digit Health. 2024. PMID: 38278614 Free article. Review.
A deep learning system for differential diagnosis of skin diseases.
Liu Y, Jain A, Eng C, Way DH, Lee K, Bui P, Kanada K, de Oliveira Marinho G, Gallegos J, Gabriele S, Gupta V, Singh N, Natarajan V, Hofmann-Wellenhof R, Corrado GS, Peng LH, Webster DR, Ai D, Huang SJ, Liu Y, Dunn RC, Coz D. Liu Y, et al. Among authors: natarajan v. Nat Med. 2020 Jun;26(6):900-908. doi: 10.1038/s41591-020-0842-3. Epub 2020 May 18. Nat Med. 2020. PMID: 32424212
Genetic Discovery Enabled by A Large Language Model.
Tu T, Fang Z, Cheng Z, Spasic S, Palepu A, Stankovic KM, Natarajan V, Peltz G. Tu T, et al. Among authors: natarajan v. bioRxiv [Preprint]. 2023 Nov 12:2023.11.09.566468. doi: 10.1101/2023.11.09.566468. bioRxiv. 2023. PMID: 37986848 Free PMC article. Preprint.
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: natarajan v. Med Image Anal. 2022 Jan;75:102274. doi: 10.1016/j.media.2021.102274. Epub 2021 Oct 20. Med Image Anal. 2022. PMID: 34731777
667 results