A highly scalable deep learning language model for common risks prediction among psychiatric inpatients.

Journal: BMC medicine
Published Date:

Abstract

BACKGROUND: There is a lack of studies exploring the performance of Transformers-based language models in common risks assessment among psychiatric inpatients. We aim to develop a scalable risk assessment model using multidimensional textualized data and test the stability, robustness, and benefit of this approach.

Authors

  • Enzhao Zhu
    School of Medicine, Tongji University, Shanghai, China.
  • Jiayi Wang
    Department of Statistics, Texas A&M University.
  • Guoquan Zhou
    Shanghai Putuo Mental Health Center, Putuo District, Shanghai, China.
  • Chunbo Li
    Department of Gynecology, Obstetrics and Gynecology Hospital of Fudan University.
  • Fazhan Chen
    Clinical Research Center for Mental Disorders, Shanghai Pudong New Area Mental Health Center, School of Medicine, Chinese-German Institute of Mental Health, Tongji University, Shanghai, China.
  • Kang Ju
    Shanghai Changning Mental Health Center, Changning District, Shanghai, China.
  • Liangliang Chen
    School of Biomedical Engineering, Shenzhen University Health Sciences Center, Shenzhen, Guangdong 518060, P.R.China.
  • Yichao Yin
    Shanghai Shuguang Hospital, Shanghai, 200025, China.
  • Yi Chen
    Department of Anesthesiology and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
  • Yanping Zhang
    Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, ‡School of Computer Science and Technology, and §Center of Information Support & Assurance Technology, Anhui University , Hefei, 230601 Anhui, China.
  • Xu Zhang
    China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing 100021, China.
  • Xinlin Zhou
    Lakefield College School, Lakefield, ON, Canada.
  • Zongyuan Wang
    School of Medicine, Tongji University, Shanghai, China.
  • Jianping Qiu
    Department of Stomatology, Northern Jiangsu People's Hospital, China, P.R. China.
  • Hui Wang
    Department of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, China.
  • Weizhong Shi
    Shanghai Hospital Development Center, Shanghai, China.
  • Feng Wang
    Department of Oncology, Binzhou Medical University Hospital, Binzhou, Shandong, China.
  • Dong Wang
    Department of Neurosurgery, Tianjin Medical University General Hospital, Tianjin, China.
  • Zhihao Chen
    Department of Nuclear Medicine, Fudan University Shanghai Cancer Center, Shanghai, 200032, China.
  • Jiaojiao Hou
    University Clinic of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, RWTH Aachen University, Aachen, 52074, Germany.
  • Hui Li
    Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
  • Zisheng Ai
    Department of Medical Statistics, Tongji University School of Medicine, Shanghai 200092, China.