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Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning.
Kermany, Daniel S; Goldbaum, Michael; Cai, Wenjia; Valentim, Carolina C S; Liang, Huiying; Baxter, Sally L; McKeown, Alex; Yang, Ge; Wu, Xiaokang; Yan, Fangbing; Dong, Justin; Prasadha, Made K; Pei, Jacqueline; Ting, Magdalene Y L; Zhu, Jie; Li, Christina; Hewett, Sierra; Dong, Jason; Ziyar, Ian; Shi, Alexander; Zhang, Runze; Zheng, Lianghong; Hou, Rui; Shi, William; Fu, Xin; Duan, Yaou; Huu, Viet A N; Wen, Cindy; Zhang, Edward D; Zhang, Charlotte L; Li, Oulan; Wang, Xiaobo; Singer, Michael A; Sun, Xiaodong; Xu, Jie; Tafreshi, Ali; Lewis, M Anthony; Xia, Huimin; Zhang, Kang.
Afiliação
  • Kermany DS; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Goldbaum M; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Cai W; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Valentim CCS; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Liang H; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China.
  • Baxter SL; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • McKeown A; Heidelberg Engineering, Heidelberg, Germany.
  • Yang G; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Wu X; Molecular Medicine Research Center, State Key Laboratory of Biotherapy, The National Clinical Research Center of Senile Disease, West China Hospital, Sichuan University, Chengdu, China.
  • Yan F; Molecular Medicine Research Center, State Key Laboratory of Biotherapy, The National Clinical Research Center of Senile Disease, West China Hospital, Sichuan University, Chengdu, China.
  • Dong J; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China.
  • Prasadha MK; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Pei J; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Ting MYL; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Zhu J; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Guangzhou KangRui Biological Pharmaceutical Technology Company, 510005 Guangzhou, China.
  • Li C; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Hewett S; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Dong J; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China.
  • Ziyar I; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Shi A; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Zhang R; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Zheng L; YouHealth AI, 510005 Guangzhou, China.
  • Hou R; Guangzhou KangRui Biological Pharmaceutical Technology Company, 510005 Guangzhou, China.
  • Shi W; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Fu X; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Duan Y; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Huu VAN; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Wen C; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Zhang ED; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Zhang CL; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Li O; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Wang X; Beihai Hospital, Dalian, 116021, China.
  • Singer MA; Department of Ophthalmology, University of Texas Health Science Center, San Antonio, TX 78229, USA.
  • Sun X; Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai General Hospital, Shanghai JiaoTong University, 200080 Shanghai, China.
  • Xu J; Beijing Instute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China.
  • Tafreshi A; Heidelberg Engineering, Heidelberg, Germany.
  • Lewis MA; Qualcomm, San Diego, CA 92121, USA.
  • Xia H; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China.
  • Zhang K; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, 510005 Guangzhou, China; Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Molecular Medicine Research Center, State K
Cell ; 172(5): 1122-1131.e9, 2018 02 22.
Article em En | MEDLINE | ID: mdl-29474911
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Pneumonia / Diagnóstico por Imagem / Aprendizado Profundo Tipo de estudo: Diagnostic_studies / Prognostic_studies Limite: Child / Humans Idioma: En Ano de publicação: 2018 Tipo de documento: Article
Texto completo
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Pneumonia / Diagnóstico por Imagem / Aprendizado Profundo Tipo de estudo: Diagnostic_studies / Prognostic_studies Limite: Child / Humans Idioma: En Ano de publicação: 2018 Tipo de documento: Article