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Improved diagnosis of thyroid cancer aided with deep learning applied to sonographic text reports: a retrospective, multi-cohort, diagnostic study.
Zhang, Qiang; Zhang, Sheng; Li, Jianxin; Pan, Yi; Zhao, Jing; Feng, Yixing; Zhao, Yanhui; Wang, Xiaoqing; Zheng, Zhiming; Yang, Xiangming; Liu, Lixia; Qin, Chunxin; Zhao, Ke; Liu, Xiaonan; Li, Caixia; Zhang, Liuyang; Yang, Chunrui; Zhuo, Na; Zhang, Hong; Liu, Jie; Gao, Jinglei; Di, Xiaoling; Meng, Fanbo; Ji, Wei; Yang, Meng; Xin, Xiaojie; Wei, Xi; Jin, Rui; Zhang, Lun; Wang, Xudong; Song, Fengju; Zheng, Xiangqian; Gao, Ming; Chen, Kexin; Li, Xiangchun.
Affiliation
  • Zhang Q; Department of Maxillofacial and Otorhinolaryngology Oncology, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medica
  • Zhang S; Department of Diagnostic and Therapeutic Ultrasonography, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical Un
  • Li J; Department of Ultrasonography, Weihai Municipal Hospital, Cheeloo College of Medicine, Shandong University, Weihai 262400, China.
  • Pan Y; Department of Pathology, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin 300060, China.
  • Zhao J; Department of Diagnostic and Therapeutic Ultrasonography, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical Un
  • Feng Y; Department of Diagnostic and Therapeutic Ultrasonography, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical Un
  • Zhao Y; Department of Ultrasonography, Affiliated Hospital of Chifeng University, Chifeng 024000, China.
  • Wang X; Department of Diagnostic and Therapeutic Ultrasonography, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical Un
  • Zheng Z; Department of Ultrasonography, Integrated Traditional Chinese and Western Medicine Hospital of Jilin city Jilin Province, Jilin 132000, China.
  • Yang X; Department of Ultrasonography, Dezhou Municipal Hospital, Dezhou 253000, China.
  • Liu L; Department of Ultrasound Room of Functions Branch, Affiliated Hospital of Hebei University, Baoding 071000, China.
  • Qin C; Department of Thyroid and Breast Surgery, Weihai Municipal Hospital, Cheeloo College of Medicine, Shandong University, Weihai 262400, China.
  • Zhao K; Department of General Surgery, Tianjin Medical University General Hospital, Tianjin 300000, China.
  • Liu X; Department of Thyroid and Breast Surgery, Tianjin 4th Centre Hospital, Tianjin 300000, China.
  • Li C; Department of Thyroid and Breast Surgery, Tianjin 4th Centre Hospital, Tianjin 300000, China.
  • Zhang L; Department of Thyroid Surgery, Affiliated Hospital of Chengde Medical University, Chengde 067000, China.
  • Yang C; Department of Pathology, The Second Hospital of Tianjin Medical University, Tianjin 300000, China.
  • Zhuo N; Department of Ultrasonography, The Second Hospital of Tianjin Medical University, Tianjin 300000, China.
  • Zhang H; Department of Thyroid, the Second Hospital of Jilin University, Changchun 130041, China.
  • Liu J; Department of Head and Neck Thyroid Surgery, Cangzhou Hospital of Integrated Traditional Chinese and Western Medicine of Hebei Province, Cangzhou 061000, China.
  • Gao J; Department of Surgery of Glands, People's Hospital of Dingzhou, Dingzhou 073000, China.
  • Di X; Department of Surgery of Glands, People's Hospital of Dingzhou, Dingzhou 073000, China.
  • Meng F; Department of Thyroid and Breast Surgery, Affiliated Hospital of Shaoxing University, Shaoxing 312000, China.
  • Ji W; Public Laboratory, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin 300060, China.
  • Yang M; Public Laboratory, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin 300060, China.
  • Xin X; Department of Diagnostic and Therapeutic Ultrasonography, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical Un
  • Wei X; Department of Diagnostic and Therapeutic Ultrasonography, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical Un
  • Jin R; Department of Maxillofacial and Otorhinolaryngology Oncology, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medica
  • Zhang L; Department of Maxillofacial and Otorhinolaryngology Oncology, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medica
  • Wang X; Department of Maxillofacial and Otorhinolaryngology Oncology, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medica
  • Song F; Department of Epidemiology and Biostatistics, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Ti
  • Zheng X; Department of Thyroid and Neck Cancer, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin 3
  • Gao M; Department of Thyroid and Neck Cancer, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin 3
  • Chen K; Department of Epidemiology and Biostatistics, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Ti
  • Li X; Public Laboratory, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Key Laboratory of Cancer Prevention and Therapy of Tianjin, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin 300060, China.
Cancer Biol Med ; 2021 Sep 07.
Article in En | MEDLINE | ID: mdl-34491007
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Full text: 1 Collection: 01-internacional Health context: 1_ASSA2030 Database: MEDLINE Type of study: Diagnostic_studies / Etiology_studies / Prognostic_studies Language: En Journal: Cancer Biol Med Year: 2021 Document type: Article
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Full text: 1 Collection: 01-internacional Health context: 1_ASSA2030 Database: MEDLINE Type of study: Diagnostic_studies / Etiology_studies / Prognostic_studies Language: En Journal: Cancer Biol Med Year: 2021 Document type: Article