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Federated Learning used for predicting outcomes in SARS-COV-2 patients.
Flores M, Dayan I, Roth H, Zhong A, Harouni A, Gentili A, Abidin A, Liu A, Costa A, Wood B, Tsai CS, Wang CH, Hsu CN, Lee CK, Ruan C, Xu D, Wu D, Huang E, Kitamura F, Lacey G, César de Antônio Corradi G, Shin HH, Obinata H, Ren H, Crane J, Tetreault J, Guan J, Garrett J, Park JG, Dreyer K, Juluru K, Kersten K, Bezerra Cavalcanti Rockenbach MA, Linguraru M, Haider M, AbdelMaseeh M, Rieke N, Damasceno P, Cruz E Silva PM, Wang P, Xu S, Kawano S, Sriswasdi S, Park SY, Grist T, Buch V, Jantarabenjakul W, Wang W, Tak WY, Li X, Lin X, Kwon F, Gilbert F, Kaggie J, Li Q, Quraini A, Feng A, Priest A, Turkbey B, Glicksberg B, Bizzo B, Kim BS, Tor-Diez C, Lee CC, Hsu CJ, Lin C, Lai CL, Hess C, Compas C, Bhatia D, Oermann E, Leibovitz E, Sasaki H, Mori H, Yang I, Sohn JH, Keshava Murthy KN, Fu LC, Furtado de Mendonça MR, Fralick M, Kang MK, Adil M, Gangai N, Vateekul P, Elnajjar P, Hickman S, Majumdar S, McLeod S, Reed S, Graf S, Harmon S, Kodama T, Puthanakit T, Mazzulli T, de Lima Lavor V, Rakvongthai Y, Lee YR, Wen Y. Flores M, et al. Among authors: xu s, xu d. Res Sq [Preprint]. 2021 Jan 8:rs.3.rs-126892. doi: 10.21203/rs.3.rs-126892/v1. Res Sq. 2021. Update in: Nat Med. 2021 Oct;27(10):1735-1743. doi: 10.1038/s41591-021-01506-3 PMID: 33442676 Free PMC article. Updated. Preprint.
Deep learning-based liver segmentation for fusion-guided intervention.
Fang X, Xu S, Wood BJ, Yan P. Fang X, et al. Among authors: xu s. Int J Comput Assist Radiol Surg. 2020 Jun;15(6):963-972. doi: 10.1007/s11548-020-02147-6. Epub 2020 Apr 21. Int J Comput Assist Radiol Surg. 2020. PMID: 32314228 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, 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.
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.
Federated semi-supervised learning for COVID region segmentation in chest CT using multi-national data from China, Italy, Japan.
Yang D, Xu Z, Li W, Myronenko A, Roth HR, Harmon S, Xu S, Turkbey B, Turkbey E, Wang X, Zhu W, Carrafiello G, Patella F, Cariati M, Obinata H, Mori H, Tamura K, An P, Wood BJ, Xu D. Yang D, et al. Among authors: xu s, xu d, xu z. Med Image Anal. 2021 May;70:101992. doi: 10.1016/j.media.2021.101992. Epub 2021 Feb 6. Med Image Anal. 2021. PMID: 33601166 Free PMC article.
Rapid Artificial Intelligence Solutions in a Pandemic - The COVID-19-20 Lung CT Lesion Segmentation Challenge.
Roth HR, Xu Z, Diez CT, Jacob RS, Zember J, Molto J, Li W, Xu S, Turkbey B, Turkbey E, Yang D, Harouni A, Rieke N, Hu S, Isensee F, Tang C, Yu Q, Sölter J, Zheng T, Liauchuk V, Zhou Z, Moltz JH, Oliveira B, Xia Y, Maier-Hein KH, Li Q, Husch A, Zhang L, Kovalev V, Kang L, Hering A, Vilaça JL, Flores M, Xu D, Wood B, Linguraru MG. Roth HR, et al. Among authors: xu s, xu d, xu z. Res Sq [Preprint]. 2021 Jun 4:rs.3.rs-571332. doi: 10.21203/rs.3.rs-571332/v1. Res Sq. 2021. Update in: Med Image Anal. 2022 Nov;82:102605. doi: 10.1016/j.media.2022.102605 PMID: 34100010 Free PMC article. Updated. Preprint.
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.
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