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  1. 1.   Federated learning for predicting clinical outcomes in patients with COVID-19
  2. Dayan, Ittai; Roth, Holger R.; Zhong, Aoxiao; Harouni, Ahmed; Gentili, Amilcare; Abidin, Anas Z.; Liu, Andrew; Costa, Anthony Beardsworth; Wood, Bradford J.; Tsai, Chien-Sung; Wang, Chih-Hung; Hsu, Chun-Nan; Lee, C. K.; Ruan, Peiying; Xu, Daguang; Wu, Dufan; Huang, Eddie; Kitamura, Felipe Campos; Lacey, Griffin; de Antonio Corradi, Gustavo Cesar; Nino, Gustavo; Shin, Hao-Hsin; Obinata, Hirofumi; Ren, Hui; Crane, Jason C.; Tetreault, Jesse; Guan, Jiahui; Garrett, John W.; Kaggie, Joshua D.; Park, Jung Gil; Dreyer, Keith; Juluru, Krishna; Kersten, Kristopher; Rockenbach, Marcio Aloisio Bezerra Cavalcanti; Linguraru, Marius George; Haider, Masoom A.; AbdelMaseeh, Meena; Rieke, Nicola; Damasceno, Pablo F.; Silva, Pedro Mario Cruz E.; Wang, Pochuan; Xu, Sheng; Kawano, Shuichi; Sriswasdi, Sira; Park, Soo Young; Grist, Thomas M.; Buch, Varun; Jantarabenjakul, Watsamon; Wang, Weichung; Tak, Won Young; Li, Xiang; Lin, Xihong; Kwon, Young Joon; Quraini, Abood; Feng, Andrew; Priest, Andrew N.; Turkbey, Baris; Glicksberg, Benjamin; Bizzo, Bernardo; Kim, Byung Seok; Tor-Diez, Carlos; Lee, Chia-Cheng; Hsu, Chia-Jung; Lin, Chin; Lai, Chiu-Ling; Hess, Christopher P.; Compas, Colin; Bhatia, Deepeksha; Oermann, Eric K.; Leibovitz, Evan; Sasaki, Hisashi; Mori, Hitoshi; Yang, Isaac; Sohn, Jae Ho; Murthy, Krishna Nand Keshava; Fu, Li-Chen; Furtado de Mendonca, Matheus Ribeiro; Fralick, Mike; Kang, Min Kyu; Adil, Mohammad; Gangai, Natalie; Vateekul, Peerapon; Elnajjar, Pierre; Hickman, Sarah; Majumdar, Sharmila; McLeod, Shelley L.; Reed, Sheridan; Graf, Stefan; Harmon,Stephanie; Kodama, Tatsuya; Puthanakit, Thanyawee; Mazzulli, Tony; de Lavor, Vitor Lima; Rakvongthai, Yothin; Lee, Yu Rim; Wen, Yuhong; Gilbert, Fiona J.; Flores, Mona G.; Li, Quanzheng
  3. Nature medicine. 2021, Oct; 27(10): 1735-1743.
  1. 2.   Federated learning improves site performance in multicenter deep learning without data sharing
  2. Sarma, Karthik; Harmon,Stephanie; Sanford, Thomas; Roth, Holger R.; Xu, Ziyue; Tetreault, Jesse; Xu, Daguang; Flores, Mona G.; Raman, Alex G.; Kulkarni, Rushikesh; Wood, Bradford J.; Choyke, Peter L.; Priester, Alan M.; Marks, Leonard S.; Raman, Steven S.; Enzmann, Dieter; Turkbey, Baris; Speier, William; Arnold, Corey W.
  3. Journal of the American Medical Informatics Association : JAMIA. 2021, Jun 12; 28(6): 1259-1264.
  1. 3.   Stewardship of Human Biospecimens, DNA, Genotype, and Clinical Data in the GWAS Era
  2. O'Brien, S. J.
  3. Annual review of genomics and human genetics. 2009 10: 193-209.
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