Constructing small for gestational age prediction models: A retrospective machine learning study.

Journal: European journal of obstetrics, gynecology, and reproductive biology
PMID:

Abstract

OBJECTIVE: To develop machine learning prediction models for small for gestational age with baseline characteristics and biochemical tests of various pregnancy stages individually and collectively and compare predictive performance.

Authors

  • Xinyu Chen
    State Key Laboratory of ASIC and System, School of Microelectronics, Fudan University, Shanghai 200433, China.
  • Siqing Wu
    School of Medicine, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.
  • Xinqing Chen
    College of Economics and Management, Fujian Agriculture and Forest University, Fuzhou 350007, China.
  • Linmin Hu
    School of Public Health (Shenzhen), Sun Yat-sen University, Shenzhen 518107, China.
  • Wenjing Li
    Department of Allergy, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China.
  • Ningning Mi
    The First School of Clinical Medicine, Lanzhou University, Lanzhou, 730030, Gansu, China.
  • Peng Xie
    New Cornerstone Science Laboratory, SEU-ALLEN Joint Center, Institute for Brain and Intelligence, Southeast University, Nanjing, Jiangsu 210096, China.
  • Yujun Huang
    School of Environment, Tsinghua University, 100084, Beijing, PR China.
  • Kun Yuan
    University of Ottawa, Ottawa, K1N 6N5, Canada. Electronic address: kyuan033@uottawa.ca.
  • Yajuan Sui
    Department of Medical Ultrasonics, The Seventh Affiliated Hospital of Sun Yat-sen University, No.628, Zhenyuan Road, Xinhu Street, Guangming District, Shenzhen 518107, China.
  • Renjie Li
    College of Geography and Environmental Sciences, Zhejiang Normal University, Jinhua 321004, China.
  • Kangting Wang
    Department of Medical Ultrasonics, The Seventh Affiliated Hospital of Sun Yat-sen University, No.628, Zhenyuan Road, Xinhu Street, Guangming District, Shenzhen 518107, China.
  • Nan Sun
    Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
  • Yuyang Yao
    School of Medical Imaging, Mudanjiang Medical University, Mudanjiang 157011, China.
  • Zuofeng Xu
    Department of Medical Ultrasonics, The Seventh Affiliated Hospital of Sun Yat-sen University, No.628, Zhenyuan Road, Xinhu Street, Guangming District, Shenzhen 518107, China. Electronic address: xuzuofeng77@aliyun.com.
  • Jinqiu Yuan
    Big Data Center, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen 518107, P.R. China.
  • Yunxiao Zhu
    Department of Medical Ultrasonics, The Seventh Affiliated Hospital of Sun Yat-sen University, No.628, Zhenyuan Road, Xinhu Street, Guangming District, Shenzhen 518107, China. Electronic address: zhuyunxiao@126.com.