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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: virmani s. EClinicalMedicine. 2024 Mar 14;70:102479. doi: 10.1016/j.eclinm.2024.102479. eCollection 2024 Apr. EClinicalMedicine. 2024. PMID: 38685924 Free PMC article.
Predicting the risk of developing diabetic retinopathy using deep learning.
Bora A, Balasubramanian S, Babenko B, Virmani S, Venugopalan S, Mitani A, de Oliveira Marinho G, Cuadros J, Ruamviboonsuk P, Corrado GS, Peng L, Webster DR, Varadarajan AV, Hammel N, Liu Y, Bavishi P. Bora A, et al. Among authors: virmani s. Lancet Digit Health. 2021 Jan;3(1):e10-e19. doi: 10.1016/S2589-7500(20)30250-8. Epub 2020 Nov 26. Lancet Digit Health. 2021. PMID: 33735063 Free article.
Real-time diabetic retinopathy screening by deep learning in a multisite national screening programme: a prospective interventional cohort study.
Ruamviboonsuk P, Tiwari R, Sayres R, Nganthavee V, Hemarat K, Kongprayoon A, Raman R, Levinstein B, Liu Y, Schaekermann M, Lee R, Virmani S, Widner K, Chambers J, Hersch F, Peng L, Webster DR. Ruamviboonsuk P, et al. Among authors: virmani s. Lancet Digit Health. 2022 Apr;4(4):e235-e244. doi: 10.1016/S2589-7500(22)00017-6. Epub 2022 Mar 7. Lancet Digit Health. 2022. PMID: 35272972 Free article.
Lessons learned from translating AI from development to deployment in healthcare.
Widner K, Virmani S, Krause J, Nayar J, Tiwari R, Pedersen ER, Jeji D, Hammel N, Matias Y, Corrado GS, Liu Y, Peng L, Webster DR. Widner K, et al. Among authors: virmani s. Nat Med. 2023 Jun;29(6):1304-1306. doi: 10.1038/s41591-023-02293-9. Nat Med. 2023. PMID: 37248297 No abstract available.
Risk Stratification for Diabetic Retinopathy Screening Order Using Deep Learning: A Multicenter Prospective Study.
Bora A, Tiwari R, Bavishi P, Virmani S, Huang R, Traynis I, Corrado GS, Peng L, Webster DR, Varadarajan AV, Pattanapongpaiboon W, Chopra R, Ruamviboonsuk P. Bora A, et al. Among authors: virmani s. Transl Vis Sci Technol. 2023 Dec 1;12(12):11. doi: 10.1167/tvst.12.12.11. Transl Vis Sci Technol. 2023. PMID: 38079169 Free PMC article. Clinical Trial.
Creating an Empirical Dermatology Dataset Through Crowdsourcing With Web Search Advertisements.
Ward A, Li J, Wang J, Lakshminarasimhan S, Carrick A, Campana B, Hartford J, Sreenivasaiah PK, Tiyasirisokchai T, Virmani S, Wong R, Matias Y, Corrado GS, Webster DR, Smith MA, Siegel D, Lin S, Ko J, Karthikesalingam A, Semturs C, Rao P. Ward A, et al. Among authors: virmani s. JAMA Netw Open. 2024 Nov 4;7(11):e2446615. doi: 10.1001/jamanetworkopen.2024.46615. JAMA Netw Open. 2024. PMID: 39565619 Free PMC article.
161 results