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Machine learning identifies clusters of longitudinal autoantibody profiles predictive of systemic lupus erythematosus disease outcomes.
Choi MY, Chen I, Clarke AE, Fritzler MJ, Buhler KA, Urowitz M, Hanly J, St-Pierre Y, Gordon C, Bae SC, Romero-Diaz J, Sanchez-Guerrero J, Bernatsky S, Wallace DJ, Isenberg DA, Rahman A, Merrill JT, Fortin PR, Gladman DD, Bruce IN, Petri M, Ginzler EM, Dooley MA, Ramsey-Goldman R, Manzi S, Jönsen A, Alarcón GS, van Vollenhoven RF, Aranow C, Mackay M, Ruiz-Irastorza G, Lim S, Inanc M, Kalunian K, Jacobsen S, Peschken C, Kamen DL, Askanase A, Buyon JP, Sontag D, Costenbader KH. Choi MY, et al. Among authors: chen i. Ann Rheum Dis. 2023 Jul;82(7):927-936. doi: 10.1136/ard-2022-223808. Epub 2023 Apr 21. Ann Rheum Dis. 2023. PMID: 37085289
Systemic lupus in the era of machine learning medicine.
Zhan K, Buhler KA, Chen IY, Fritzler MJ, Choi MY. Zhan K, et al. Lupus Sci Med. 2024 Mar 4;11(1):e001140. doi: 10.1136/lupus-2023-001140. Lupus Sci Med. 2024. PMID: 38443092 Free article. Review.
Ethical Machine Learning in Healthcare.
Chen IY, Pierson E, Rose S, Joshi S, Ferryman K, Ghassemi M. Chen IY, et al. Annu Rev Biomed Data Sci. 2021 Jul;4:123-144. doi: 10.1146/annurev-biodatasci-092820-114757. Epub 2021 May 6. Annu Rev Biomed Data Sci. 2021. PMID: 34396058 Free PMC article.
Probabilistic Machine Learning for Healthcare.
Chen IY, Joshi S, Ghassemi M, Ranganath R. Chen IY, et al. Annu Rev Biomed Data Sci. 2021 Jul 20;4:393-415. doi: 10.1146/annurev-biodatasci-092820-033938. Epub 2021 Jun 1. Annu Rev Biomed Data Sci. 2021. PMID: 34465179 Review.
Trends and Focus of Machine Learning Applications for Health Research.
Beaulieu-Jones B, Finlayson SG, Chivers C, Chen I, McDermott M, Kandola J, Dalca AV, Beam A, Fiterau M, Naumann T. Beaulieu-Jones B, et al. Among authors: chen i. JAMA Netw Open. 2019 Oct 2;2(10):e1914051. doi: 10.1001/jamanetworkopen.2019.14051. JAMA Netw Open. 2019. PMID: 31651969 Free PMC article.
Turning the crank for machine learning: ease, at what expense?
Pollard TJ, Chen I, Wiens J, Horng S, Wong D, Ghassemi M, Mattie H, Lindemer E, Panch T. Pollard TJ, et al. Among authors: chen i. Lancet Digit Health. 2019 Sep;1(5):e198-e199. doi: 10.1016/S2589-7500(19)30112-8. Epub 2019 Sep 5. Lancet Digit Health. 2019. PMID: 33323266 Free article. No abstract available.
4,350 results