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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: semturs c. 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.
A deep learning model for novel systemic biomarkers in photographs of the external eye: a retrospective study.
Babenko B, Traynis I, Chen C, Singh P, Uddin A, Cuadros J, Daskivich LP, Maa AY, Kim R, Kang EY, Matias Y, Corrado GS, Peng L, Webster DR, Semturs C, Krause J, Varadarajan AV, Hammel N, Liu Y. Babenko B, et al. Among authors: semturs c. Lancet Digit Health. 2023 May;5(5):e257-e264. doi: 10.1016/S2589-7500(23)00022-5. Epub 2023 Mar 23. Lancet Digit Health. 2023. PMID: 36966118 Free article.
Deep Learning and Glaucoma Specialists: The Relative Importance of Optic Disc Features to Predict Glaucoma Referral in Fundus Photographs.
Phene S, Dunn RC, Hammel N, Liu Y, Krause J, Kitade N, Schaekermann M, Sayres R, Wu DJ, Bora A, Semturs C, Misra A, Huang AE, Spitze A, Medeiros FA, Maa AY, Gandhi M, Corrado GS, Peng L, Webster DR. Phene S, et al. Among authors: semturs c. Ophthalmology. 2019 Dec;126(12):1627-1639. doi: 10.1016/j.ophtha.2019.07.024. Epub 2019 Sep 24. Ophthalmology. 2019. PMID: 31561879 Free article.
Longitudinal Screening for Diabetic Retinopathy in a Nationwide Screening Program: Comparing Deep Learning and Human Graders.
Limwattanayingyong J, Nganthavee V, Seresirikachorn K, Singalavanija T, Soonthornworasiri N, Ruamviboonsuk V, Rao C, Raman R, Grzybowski A, Schaekermann M, Peng LH, Webster DR, Semturs C, Krause J, Sayres R, Hersch F, Tiwari R, Liu Y, Ruamviboonsuk P. Limwattanayingyong J, et al. Among authors: semturs c. J Diabetes Res. 2020 Dec 15;2020:8839376. doi: 10.1155/2020/8839376. eCollection 2020. J Diabetes Res. 2020. PMID: 33381600 Free PMC article.
Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study.
Schaekermann M, Spitz T, Pyles M, Cole-Lewis H, Wulczyn E, Pfohl SR, Martin D Jr, Jaroensri R, Keeling G, Liu Y, Farquhar S, Xue Q, Lester J, Hughes C, Strachan P, Tan F, Bui P, Mermel CH, Peng LH, Matias Y, Corrado GS, Webster DR, Virmani S, Semturs C, Liu Y, Horn I, Cameron Chen PH. Schaekermann M, et al. Among authors: semturs c. EClinicalMedicine. 2024 Mar 14;70:102479. doi: 10.1016/j.eclinm.2024.102479. eCollection 2024 Apr. EClinicalMedicine. 2024. PMID: 38685924 Free PMC article.
Using generative AI to investigate medical imagery models and datasets.
Lang O, Yaya-Stupp D, Traynis I, Cole-Lewis H, Bennett CR, Lyles CR, Lau C, Irani M, Semturs C, Webster DR, Corrado GS, Hassidim A, Matias Y, Liu Y, Hammel N, Babenko B. Lang O, et al. Among authors: semturs c. EBioMedicine. 2024 Apr;102:105075. doi: 10.1016/j.ebiom.2024.105075. Epub 2024 Apr 1. EBioMedicine. 2024. PMID: 38565004 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: semturs c. Nature. 2023 Aug;620(7973):E19. doi: 10.1038/s41586-023-06455-0. Nature. 2023. PMID: 37500979 Free PMC article. No abstract available.