Knowledge Graph-Enhanced Deep Learning Model (H-SYSTEM) for Hypertensive Intracerebral Hemorrhage: Model Development and Validation.

Journal: Journal of medical Internet research
Published Date: Jun 12, 2025

Abstract

BACKGROUND: Although much progress has been made in artificial intelligence (AI), several challenges remain substantial obstacles to the development and translation of AI systems into clinical practice. Even large language models, which show excellent performance on various tasks, have progressed slowly in clinical practice tasks. Providing precise and explainable treatment plans with personalized details remains a big challenge for AI systems due to both the highly specialized medical knowledge required and patients' complicated conditions.

Authors

  • Yulong Xia
    The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.
  • Jie Li
    Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence Application Technology Research Institute, Shenzhen Polytechnic University, Shenzhen, China.
  • Bo Deng
  • Qilin Huang
    Chongqing University of Science and Technology, Chongqing, 401331, China.
  • Fenglin Cai
    Chongqing University of Science and Technology, Chongqing, 401331, China.
  • Yanfeng Xie
    Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, Chongqing, China, 86 13638354200.
  • Xiaochuan Sun
    Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, Chongqing, China, 86 13638354200.
  • Quanhong Shi
    Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, Chongqing, China, 86 13638354200.
  • Wei Dan
    Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, Chongqing, China, 86 13638354200.
  • Yan Zhan
    Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, Chongqing, China, 86 13638354200.
  • Li Jiang
    School of Food Science and Engineering, Hefei University of Technology, Hefei, China.

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