A human-computer collaboration for COVID-19 differentiation: combining a radiomics model with deep learning and human auditing.

Journal: Annals of palliative medicine
Published Date:

Abstract

BACKGROUND: This study aimed to build a radiomics model with deep learning (DL) and human auditing and examine its diagnostic value in differentiating between coronavirus disease 2019 (COVID-19) and community-acquired pneumonia (CAP).

Authors

  • Xiaoyan Xin
    Department of Radiology, the Affiliated Nanjing Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, China.
  • Ran Mo
    Department of Burns and Plastic Surgery, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China.
  • Mingran Shao
    Department of Radiology, the Affiliated Nanjing Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, China.
  • Wen Yang
    Department of Pharmaceutical Analysis, China Pharmaceutical University, 24 Tongjiaxiang, Nanjing, 210009, China; Key Laboratory of Drug Quality Control and Pharmacovigilance, Ministry of Education, China Pharmaceutical University, 24 Tongjiaxiang, Nanjing, 210009, China.
  • Daixin Li
    Department of Radiology, the Second Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
  • Yanqiu Zhang
    b Department of Otorhinolaryngology, Head and Neck Surgery , Xuzhou Cancer Hospital , Xuzhou City , Jiangsu Province , PR China.
  • Han Wang
    Saw Swee Hock School of Public Health, National University Health System, National University of Singapore, Singapore.
  • Baiyun Liu
    Infervision, Beijing, China.
  • Song Tian
    Infervision, Beijing, China.
  • Weidao Chen
    Beijing Infervision Technology Co. Ltd., Beijing, China.
  • Jiangfen Wu
    Department of Biomedical Engineering, College of Automation, Nanjing University of Aeronautics and Astronautics, No. 29, Yudao St., Qinhuai District, Nanjing, 210016, Jiangsu Province, China, wjfyunzhu@163.com.
  • Bin Zhu
    Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.
  • Kefeng Zhou
    Department of Radiology, NanJing GaoChun People's Hospital, No.9 Chunzhong Road, GaoChun, NanJing, China.
  • Chao Du
  • Bing Zhang
    School of Information Science and Engineering, Yanshan University, Hebei Avenue, Qinhuangdao, 066004, China.