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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: winkens j. 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

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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: winkens j. Nat Med. 2023 Jul;29(7):1814-1820. doi: 10.1038/s41591-023-02437-x. Epub 2023 Jul 17. Nat Med. 2023. PMID: 37460754

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Predicting conversion to wet age-related macular degeneration using deep learning.

Yim J, Chopra R, Spitz T, Winkens J, Obika A, Kelly C, Askham H, Lukic M, Huemer J, Fasler K, Moraes G, Meyer C, Wilson M, Dixon J, Hughes C, Rees G, Khaw PT, Karthikesalingam A, King D, Hassabis D, Suleyman M, Back T, Ledsam JR, Keane PA, De Fauw J. Yim J, et al. Among authors: winkens j. Nat Med. 2020 Jun;26(6):892-899. doi: 10.1038/s41591-020-0867-7. Epub 2020 May 18. Nat Med. 2020. PMID: 32424211

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Does your dermatology classifier know what it doesn't know? Detecting the long-tail of unseen conditions.

Guha Roy A, Ren J, Azizi S, Loh A, Natarajan V, Mustafa B, Pawlowski N, Freyberg J, Liu Y, Beaver Z, Vo N, Bui P, Winter S, MacWilliams P, Corrado GS, Telang U, Liu Y, Cemgil T, Karthikesalingam A, Lakshminarayanan B, Winkens J. Guha Roy A, et al. Among authors: winkens j. Med Image Anal. 2022 Jan;75:102274. doi: 10.1016/j.media.2021.102274. Epub 2021 Oct 20. Med Image Anal. 2022. PMID: 34731777

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Does encouraging mastery goals benefit performance in a scoring exercise? It may depend on chronic self-adopted achievement goals.

Winkens J, Hamstra MRW. Winkens J, et al. Scand J Psychol. 2024 Apr;65(2):339-345. doi: 10.1111/sjop.12979. Epub 2023 Nov 11. Scand J Psychol. 2024. PMID: 37951843

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