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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: liu y. 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.
How to develop machine learning models for healthcare.
Chen PC, Liu Y, Peng L. Chen PC, et al. Among authors: liu y. Nat Mater. 2019 May;18(5):410-414. doi: 10.1038/s41563-019-0345-0. Nat Mater. 2019. PMID: 31000806 No abstract available.
Similar image search for histopathology: SMILY.
Hegde N, Hipp JD, Liu Y, Emmert-Buck M, Reif E, Smilkov D, Terry M, Cai CJ, Amin MB, Mermel CH, Nelson PQ, Peng LH, Corrado GS, Stumpe MC. Hegde N, et al. Among authors: liu y. NPJ Digit Med. 2019 Jun 21;2:56. doi: 10.1038/s41746-019-0131-z. eCollection 2019. NPJ Digit Med. 2019. PMID: 31304402 Free PMC 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: liu y. 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.
Chest Radiograph Interpretation with Deep Learning Models: Assessment with Radiologist-adjudicated Reference Standards and Population-adjusted Evaluation.
Majkowska A, Mittal S, Steiner DF, Reicher JJ, McKinney SM, Duggan GE, Eswaran K, Cameron Chen PH, Liu Y, Kalidindi SR, Ding A, Corrado GS, Tse D, Shetty S. Majkowska A, et al. Among authors: liu y. Radiology. 2020 Feb;294(2):421-431. doi: 10.1148/radiol.2019191293. Epub 2019 Dec 3. Radiology. 2020. PMID: 31793848
Remote Tool-Based Adjudication for Grading Diabetic Retinopathy.
Schaekermann M, Hammel N, Terry M, Ali TK, Liu Y, Basham B, Campana B, Chen W, Ji X, Krause J, Corrado GS, Peng L, Webster DR, Law E, Sayres R. Schaekermann M, et al. Among authors: liu y. Transl Vis Sci Technol. 2019 Dec 18;8(6):40. doi: 10.1167/tvst.8.6.40. eCollection 2019 Nov. Transl Vis Sci Technol. 2019. PMID: 31867141 Free PMC article.
Detection of anaemia from retinal fundus images via deep learning.
Mitani A, Huang A, Venugopalan S, Corrado GS, Peng L, Webster DR, Hammel N, Liu Y, Varadarajan AV. Mitani A, et al. Among authors: liu y. Nat Biomed Eng. 2020 Jan;4(1):18-27. doi: 10.1038/s41551-019-0487-z. Epub 2019 Dec 23. Nat Biomed Eng. 2020. PMID: 31873211
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