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A foundation model for generalizable disease detection from retinal images.
Zhou Y, Chia MA, Wagner SK, Ayhan MS, Williamson DJ, Struyven RR, Liu T, Xu M, Lozano MG, Woodward-Court P, Kihara Y; UK Biobank Eye & Vision Consortium; Altmann A, Lee AY, Topol EJ, Denniston AK, Alexander DC, Keane PA. Zhou Y, et al. Among authors: xu m. Nature. 2023 Oct;622(7981):156-163. doi: 10.1038/s41586-023-06555-x. Epub 2023 Sep 13. Nature. 2023. PMID: 37704728 Free PMC article.
Learning from multiple annotators for medical image segmentation.
Zhang L, Tanno R, Xu M, Huang Y, Bronik K, Jin C, Jacob J, Zheng Y, Shao L, Ciccarelli O, Barkhof F, Alexander DC. Zhang L, et al. Among authors: xu m. Pattern Recognit. 2023 Jun;138:None. doi: 10.1016/j.patcog.2023.109400. Pattern Recognit. 2023. PMID: 37781685 Free PMC article.
Expectation maximisation pseudo labels.
Xu M, Zhou Y, Jin C, de Groot M, Alexander DC, Oxtoby NP, Hu Y, Jacob J. Xu M, et al. Med Image Anal. 2024 May;94:103125. doi: 10.1016/j.media.2024.103125. Epub 2024 Feb 27. Med Image Anal. 2024. PMID: 38428272 Free article.
Large-scale phenotyping of patients with long COVID post-hospitalization reveals mechanistic subtypes of disease.
Liew F, Efstathiou C, Fontanella S, Richardson M, Saunders R, Swieboda D, Sidhu JK, Ascough S, Moore SC, Mohamed N, Nunag J, King C, Leavy OC, Elneima O, McAuley HJC, Shikotra A, Singapuri A, Sereno M, Harris VC, Houchen-Wolloff L, Greening NJ, Lone NI, Thorpe M, Thompson AAR, Rowland-Jones SL, Docherty AB, Chalmers JD, Ho LP, Horsley A, Raman B, Poinasamy K, Marks M, Kon OM, Howard LS, Wootton DG, Quint JK, de Silva TI, Ho A, Chiu C, Harrison EM, Greenhalf W, Baillie JK, Semple MG, Turtle L, Evans RA, Wain LV, Brightling C, Thwaites RS, Openshaw PJM; PHOSP-COVID collaborative group; ISARIC investigators. Liew F, et al. Nat Immunol. 2024 Apr;25(4):607-621. doi: 10.1038/s41590-024-01778-0. Epub 2024 Apr 8. Nat Immunol. 2024. PMID: 38589621 Free PMC article.
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