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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: webster dr. 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: webster dr. EBioMedicine. 2024 Apr;102:105075. doi: 10.1016/j.ebiom.2024.105075. Epub 2024 Apr 1. EBioMedicine. 2024. PMID: 38565004 Free PMC article.
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: webster dr. 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.
1,413 results