Diagnosis and Treatment Knowledge Graph Modeling Application Based on Chinese Medical Records

被引：1
|
作者：
Wang, Jianghan [1 ]
Qu, Zhu [1 ]
Hu, Yihan [1 ]
Ling, Qiyun [1 ]
Yu, Jingyi [1 ]
Jiang, Yushan [1 ]
机构：
[1] Northeastern Univ Qinhuangdao, Sch Math & Stat, Qinhuangdao 066004, Peoples R China
来源：
ELECTRONICS | 2023年 / 12卷 / 16期
关键词：
medical big data; knowledge graph; graph database; entity extraction; NLP;
D O I：
10.3390/electronics12163412
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this study, a knowledge graph of Chinese medical record data was constructed based on graph database technology. An entity extraction method based on natural language processing, disambiguation, and reorganization for Chinese medical records is proposed, and dictionaries of drugs and treatment plans are constructed. Examples of applications of the knowledge graph in diagnosis and treatment prediction are given. Experimentally, it is found that the knowledge graph based on the graph database is 116.7% faster than the traditional database in complex relational queries.
引用
收藏
页数：13
相关论文
共 50 条
  • [31] Knowledge Graph Enhanced Transformers for Diagnosis Generation of Chinese Medicine
    Xin-yu Wang
    Tao Yang
    Xiao-yuan Gao
    Kong-fa Hu
    Chinese Journal of Integrative Medicine, 2024, 30 : 267 - 276
  • [32] Knowledge Graph Enhanced Transformers for Diagnosis Generation of Chinese Medicine
    WANG Xin-yu
    YANG Tao
    GAO Xiao-yuan
    HU Kong-fa
    Chinese Journal of Integrative Medicine, 2024, 30 (03) : 267 - 276
  • [33] Knowledge Graph Enhanced Transformers for Diagnosis Generation of Chinese Medicine
    Wang, Xin-yu
    Yang, Tao
    Gao, Xiao-yuan
    Hu, Kong-fa
    CHINESE JOURNAL OF INTEGRATIVE MEDICINE, 2024, 30 (03) : 267 - 276
  • [34] Novel Knowledge Graph-Based Modeling for Vulnerability Detection in the Internet of Medical Things
    Bughio, Kulsoom Saima
    Cook, David Michael
    Shall, Syed Afaq Ali
    RECENT CHALLENGES IN INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2024, PT I, 2024, 2144 : 314 - 325
  • [35] Application of knowledge graph in smart grid fault diagnosis
    Liu, Wentao
    Zhu, Zhongxian
    Cai, Kewei
    Pu, Daojie
    Du, Yao
    APPLIED MATHEMATICS AND NONLINEAR SCIENCES, 2022, 8 (02) : 349 - 360
  • [36] Medical Knowledge Graph in Chinese Using Deep Semantic Mobile Computation Based on IoT and WoT
    Liu, Wanheng
    Yin, Ling
    Wang, Cong
    Liu, Fulin
    Ni, Zhiyu
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
  • [37] Chinese Medical Question Answering Matching Method Based on Knowledge Graph and Keyword Attention Mechanism
    Qiao K.
    Chen K.
    Chen J.
    Chen, Kejia (chenkj@njupt.edu.cn); Chen, Kejia (chenkj@njupt.edu.cn), 1600, Science Press (34): : 733 - 741
  • [38] An Improved Approach to the Construction of Chinese Medical Knowledge Graph Based on CTD-BLSTM Model
    Wu, Yang
    Zhu, Xiyong
    Zhu, Yinan
    IEEE ACCESS, 2021, 9 : 74969 - 74976
  • [39] Decision-Making System for the Diagnosis of Syndrome Based on Traditional Chinese Medicine Knowledge Graph
    Yang, Rui
    Ye, Qing
    Cheng, Chunlei
    Zhang, Suhua
    Lan, Yong
    Zou, Jing
    EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2022, 2022
  • [40] Knowledge graph driven medicine recommendation system using graph neural networks on longitudinal medical records
    Mishra, Rajat
    Shridevi, S.
    SCIENTIFIC REPORTS, 2024, 14 (01):
12345