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Federated learning for predicting clinical outcomes in patients with COVID-19.
Dayan I, Roth HR, Zhong A, Harouni A, Gentili A, Abidin AZ, Liu A, Costa AB, Wood BJ, Tsai CS, Wang CH, Hsu CN, Lee CK, Ruan P, Xu D, Wu D, Huang E, Kitamura FC, Lacey G, de Antônio Corradi GC, Nino G, Shin HH, Obinata H, Ren H, Crane JC, Tetreault J, Guan J, Garrett JW, Kaggie JD, Park JG, Dreyer K, Juluru K, Kersten K, Rockenbach MABC, Linguraru MG, Haider MA, AbdelMaseeh M, Rieke N, Damasceno PF, E Silva PMC, Wang P, Xu S, Kawano S, Sriswasdi S, Park SY, Grist TM, Buch V, Jantarabenjakul W, Wang W, Tak WY, Li X, Lin X, Kwon YJ, Quraini A, Feng A, Priest AN, Turkbey B, Glicksberg B, Bizzo B, Kim BS, Tor-Díez C, Lee CC, Hsu CJ, Lin C, Lai CL, Hess CP, Compas C, Bhatia D, Oermann EK, Leibovitz E, Sasaki H, Mori H, Yang I, Sohn JH, Murthy KNK, Fu LC, de Mendonça MRF, Fralick M, Kang MK, Adil M, Gangai N, Vateekul P, Elnajjar P, Hickman S, Majumdar S, McLeod SL, Reed S, Gräf S, Harmon S, Kodama T, Puthanakit T, Mazzulli T, de Lavor VL, Rakvongthai Y, Lee YR, Wen Y, Gilbert FJ, Flores MG, Li Q. Dayan I, et al. Among authors: xu s, xu d. Nat Med. 2021 Oct;27(10):1735-1743. doi: 10.1038/s41591-021-01506-3. Epub 2021 Sep 15. Nat Med. 2021. PMID: 34526699 Free PMC article.
Artificial intelligence for the detection of COVID-19 pneumonia on chest CT using multinational datasets.
Harmon SA, Sanford TH, Xu S, Turkbey EB, Roth H, Xu Z, Yang D, Myronenko A, Anderson V, Amalou A, Blain M, Kassin M, Long D, Varble N, Walker SM, Bagci U, Ierardi AM, Stellato E, Plensich GG, Franceschelli G, Girlando C, Irmici G, Labella D, Hammoud D, Malayeri A, Jones E, Summers RM, Choyke PL, Xu D, Flores M, Tamura K, Obinata H, Mori H, Patella F, Cariati M, Carrafiello G, An P, Wood BJ, Turkbey B. Harmon SA, et al. Among authors: xu s, xu d, xu z. Nat Commun. 2020 Aug 14;11(1):4080. doi: 10.1038/s41467-020-17971-2. Nat Commun. 2020. PMID: 32796848 Free PMC article.
Determination of disease severity in COVID-19 patients using deep learning in chest X-ray images.
Blain M, Kassin MT, Varble N, Wang X, Xu Z, Xu D, Carrafiello G, Vespro V, Stellato E, Ierardi AM, Meglio LD, D Suh R, A Walker S, Xu S, H Sanford T, B Turkbey E, Harmon S, Turkbey B, J Wood B. Blain M, et al. Among authors: xu s, xu d, d suh r, xu z. Diagn Interv Radiol. 2021 Jan;27(1):20-27. doi: 10.5152/dir.2020.20205. Diagn Interv Radiol. 2021. PMID: 32815519 Free PMC article.
The future of digital health with federated learning.
Rieke N, Hancox J, Li W, Milletarì F, Roth HR, Albarqouni S, Bakas S, Galtier MN, Landman BA, Maier-Hein K, Ourselin S, Sheller M, Summers RM, Trask A, Xu D, Baust M, Cardoso MJ. Rieke N, et al. Among authors: xu d. NPJ Digit Med. 2020 Sep 14;3:119. doi: 10.1038/s41746-020-00323-1. eCollection 2020. NPJ Digit Med. 2020. PMID: 33015372 Free PMC article. Review.
Data Augmentation and Transfer Learning to Improve Generalizability of an Automated Prostate Segmentation Model.
Sanford TH, Zhang L, Harmon SA, Sackett J, Yang D, Roth H, Xu Z, Kesani D, Mehralivand S, Baroni RH, Barrett T, Girometti R, Oto A, Purysko AS, Xu S, Pinto PA, Xu D, Wood BJ, Choyke PL, Turkbey B. Sanford TH, et al. Among authors: xu s, xu d, xu z. AJR Am J Roentgenol. 2020 Dec;215(6):1403-1410. doi: 10.2214/AJR.19.22347. Epub 2020 Oct 14. AJR Am J Roentgenol. 2020. PMID: 33052737 Free PMC article.
CT and clinical assessment in asymptomatic and pre-symptomatic patients with early SARS-CoV-2 in outbreak settings.
Varble N, Blain M, Kassin M, Xu S, Turkbey EB, Amalou A, Long D, Harmon S, Sanford T, Yang D, Xu Z, Xu D, Flores M, An P, Carrafiello G, Obinata H, Mori H, Tamura K, Malayeri AA, Holland SM, Palmore T, Sun K, Turkbey B, Wood BJ. Varble N, et al. Among authors: xu s, xu d, xu z. Eur Radiol. 2021 May;31(5):3165-3176. doi: 10.1007/s00330-020-07401-8. Epub 2020 Nov 4. Eur Radiol. 2021. PMID: 33146796 Free PMC article.
Correction to: CT and clinical assessment in asymptomatic and pre-symptomatic patients with early SARS-CoV-2 in outbreak settings.
Varble N, Blain M, Kassin M, Xu S, Turkbey EB, Amalou A, Long D, Harmon S, Sanford T, Yang D, Xu Z, Xu D, Flores M, An P, Carrafiello G, Obinata H, Mori H, Tamura K, Malayeri AA, Holland SM, Palmore T, Sun K, Turkbey B, Wood BJ. Varble N, et al. Among authors: xu s, xu d, xu z. Eur Radiol. 2021 Jun;31(6):4406. doi: 10.1007/s00330-020-07552-8. Eur Radiol. 2021. PMID: 33289876 Free PMC article. No abstract available.
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