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Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to clinicians.
Dvijotham KD, Winkens J, Barsbey M, Ghaisas S, Stanforth R, Pawlowski N, Strachan P, Ahmed Z, Azizi S, Bachrach Y, Culp L, Daswani M, Freyberg J, Kelly C, Kiraly A, Kohlberger T, McKinney S, Mustafa B, Natarajan V, Geras K, Witowski J, Qin ZZ, Creswell J, Shetty S, Sieniek M, Spitz T, Corrado G, Kohli P, Cemgil T, Karthikesalingam A. Dvijotham KD, et al. Among authors: strachan p. Nat Med. 2023 Jul;29(7):1814-1820. doi: 10.1038/s41591-023-02437-x. Epub 2023 Jul 17. Nat Med. 2023. PMID: 37460754
Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging.
Azizi S, Culp L, Freyberg J, Mustafa B, Baur S, Kornblith S, Chen T, Tomasev N, Mitrović J, Strachan P, Mahdavi SS, Wulczyn E, Babenko B, Walker M, Loh A, Chen PC, Liu Y, Bavishi P, McKinney SM, Winkens J, Roy AG, Beaver Z, Ryan F, Krogue J, Etemadi M, Telang U, Liu Y, Peng L, Corrado GS, Webster DR, Fleet D, Hinton G, Houlsby N, Karthikesalingam A, Norouzi M, Natarajan V. Azizi S, et al. Among authors: strachan p. Nat Biomed Eng. 2023 Jun;7(6):756-779. doi: 10.1038/s41551-023-01049-7. Epub 2023 Jun 8. Nat Biomed Eng. 2023. PMID: 37291435
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: strachan p. EClinicalMedicine. 2024 Mar 14;70:102479. doi: 10.1016/j.eclinm.2024.102479. eCollection 2024 Apr. EClinicalMedicine. 2024. PMID: 38685924 Free PMC article.
84 results