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Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions.
Nan Y, Ser JD, Walsh S, Schönlieb C, Roberts M, Selby I, Howard K, Owen J, Neville J, Guiot J, Ernst B, Pastor A, Alberich-Bayarri A, Menzel MI, Walsh S, Vos W, Flerin N, Charbonnier JP, van Rikxoort E, Chatterjee A, Woodruff H, Lambin P, Cerdá-Alberich L, Martí-Bonmatí L, Herrera F, Yang G. Nan Y, et al. Among authors: roberts m. Inf Fusion. 2022 Jun;82:99-122. doi: 10.1016/j.inffus.2022.01.001. Inf Fusion. 2022. PMID: 35664012 Free PMC article.
Machine Learning for COVID-19 Diagnosis and Prognostication: Lessons for Amplifying the Signal While Reducing the Noise.
Driggs D, Selby I, Roberts M, Gkrania-Klotsas E, Rudd JHF, Yang G, Babar J, Sala E, Schönlieb CB; AIX-COVNET collaboration. Driggs D, et al. Among authors: roberts m. Radiol Artif Intell. 2021 Mar 24;3(4):e210011. doi: 10.1148/ryai.2021210011. eCollection 2021 Jul. Radiol Artif Intell. 2021. PMID: 34240059 Free PMC article. No abstract available.
A pipeline to further enhance quality, integrity and reusability of the NCCID clinical data.
Breger A, Selby I, Roberts M, Babar J, Gkrania-Klotsas E, Preller J, Escudero Sánchez L; AIX-COVNET Collaboration; Rudd JHF, Aston JAD, Weir-McCall JR, Sala E, Schönlieb CB. Breger A, et al. Among authors: roberts m. Sci Data. 2023 Jul 27;10(1):493. doi: 10.1038/s41597-023-02340-7. Sci Data. 2023. PMID: 37500661 Free PMC article.
Shortcut Learning: Reduced But Not Resolved.
Selby IA, Roberts M, Breger A, Rudd JHF, Weir-McCall JR. Selby IA, et al. Among authors: roberts m. Radiology. 2023 Aug;308(2):e230379. doi: 10.1148/radiol.230379. Radiology. 2023. PMID: 37552069 Free PMC article. No abstract available.
The impact of imputation quality on machine learning classifiers for datasets with missing values.
Shadbahr T, Roberts M, Stanczuk J, Gilbey J, Teare P, Dittmer S, Thorpe M, Torné RV, Sala E, Lió P, Patel M, Preller J; AIX-COVNET Collaboration; Rudd JHF, Mirtti T, Rannikko AS, Aston JAD, Tang J, Schönlieb CB. Shadbahr T, et al. Among authors: roberts m. Commun Med (Lond). 2023 Oct 6;3(1):139. doi: 10.1038/s43856-023-00356-z. Commun Med (Lond). 2023. PMID: 37803172 Free PMC article.
Erratum: Author Correction: Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence.
Bai X, Wang H, Ma L, Xu Y, Gan J, Fan Z, Yang F, Ma K, Yang J, Bai S, Shu C, Zou X, Huang R, Zhang C, Liu X, Tu D, Xu C, Zhang W, Wang X, Chen A, Zeng Y, Yang D, Wang MW, Holalkere N, Halin NJ, Kamel IR, Wu J, Peng X, Wang X, Shao J, Mongkolwat P, Zhang J, Liu W, Roberts M, Teng Z, Beer L, Sanchez LE, Sala E, Rubin DL, Weller A, Lasenby J, Zheng C, Wang J, Li Z, Schönlieb C, Xia T. Bai X, et al. Among authors: roberts m. Nat Mach Intell. 2022;4(4):413. doi: 10.1038/s42256-022-00485-5. Epub 2022 Apr 8. Nat Mach Intell. 2022. PMID: 37520117 Free PMC article.
Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence.
Bai X, Wang H, Ma L, Xu Y, Gan J, Fan Z, Yang F, Ma K, Yang J, Bai S, Shu C, Zou X, Huang R, Zhang C, Liu X, Tu D, Xu C, Zhang W, Wang X, Chen A, Zeng Y, Yang D, Wang MW, Holalkere N, Halin NJ, Kamel IR, Wu J, Peng X, Wang X, Shao J, Mongkolwat P, Zhang J, Liu W, Roberts M, Teng Z, Beer L, Sanchez LE, Sala E, Rubin DL, Weller A, Lasenby J, Zheng C, Wang J, Li Z, Schönlieb C, Xia T. Bai X, et al. Among authors: roberts m. Nat Mach Intell. 2021 Dec;3(12):1081-1089. doi: 10.1038/s42256-021-00421-z. Epub 2021 Dec 15. Nat Mach Intell. 2021. PMID: 38264185 Free PMC article.
Common methodological pitfalls in ICI pneumonitis risk prediction studies.
Chen YK, Welsh S, Pillay AM, Tannenwald B, Bliznashki K, Hutchison E, Aston JAD, Schönlieb CB, Rudd JHF, Jones J, Roberts M. Chen YK, et al. Among authors: roberts m. Front Immunol. 2023 Sep 25;14:1228812. doi: 10.3389/fimmu.2023.1228812. eCollection 2023. Front Immunol. 2023. PMID: 37818359 Free PMC article. Review.
Assessing robustness of carotid artery CT angiography radiomics in the identification of culprit lesions in cerebrovascular events.
Le EPV, Rundo L, Tarkin JM, Evans NR, Chowdhury MM, Coughlin PA, Pavey H, Wall C, Zaccagna F, Gallagher FA, Huang Y, Sriranjan R, Le A, Weir-McCall JR, Roberts M, Gilbert FJ, Warburton EA, Schönlieb CB, Sala E, Rudd JHF. Le EPV, et al. Among authors: roberts m. Sci Rep. 2021 Feb 10;11(1):3499. doi: 10.1038/s41598-021-82760-w. Sci Rep. 2021. PMID: 33568735 Free PMC article.
6,037 results