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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: liu y. EClinicalMedicine. 2024 Mar 14;70:102479. doi: 10.1016/j.eclinm.2024.102479. eCollection 2024 Apr. EClinicalMedicine. 2024. PMID: 38685924 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.
Development and validation of a deep learning algorithm for improving Gleason scoring of prostate cancer.
Nagpal K, Foote D, Liu Y, Chen PC, Wulczyn E, Tan F, Olson N, Smith JL, Mohtashamian A, Wren JH, Corrado GS, MacDonald R, Peng LH, Amin MB, Evans AJ, Sangoi AR, Mermel CH, Hipp JD, Stumpe MC. Nagpal K, et al. Among authors: liu y. NPJ Digit Med. 2019 Jun 7;2:48. doi: 10.1038/s41746-019-0112-2. eCollection 2019. NPJ Digit Med. 2019. PMID: 31304394 Free PMC article.
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.
208,217 results
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