A method of recognizing entities from Chinese Electronic Medical Record based on domain word vector combined with word attributes reasoning

Corresponding author: wuxuehong, csu.xhwu@mail.csu.edu.cn

DOI: 10.12201/bmr.202109.00016

•  

  Abstract: This paper introduces the reasoning mechanism of integrating word vector and word attribute based on BiLSTM-CRF benchmark model, and realizes the named entity recognition model of Chinese Electronic Medical Record. The overall F1 value of the named entity recognition model using professional domain word vector and word attribute reasoning mechanism is significantly higher than that of the benchmark model. The experimental results also show that the introduction of word attribute reasoning mechanism improves the effect of named entity recognition of Chinese Electronic Medical Records.

  Key words: professional domain word vector; word attribute reasoning; Chinese electronic medical record; named entity recognition; natural language processing

  Submit time: 12 October 2021

  Copyright: The copyright holder for this preprint is the author/funder, who has granted biomedRxiv a license to display the preprint in perpetuity.
• html

• 图表

• HU Haiyang, ZHAO Congpu, Ma Lian, JIANG Huizhen, ZHANG Jing, ZHU Weiguo. Attention Mechanism And Dilated Convolution Neural Networks for Named Entity Recognition. 2021. doi: 10.12201/bmr.202102.00004

  SUN Chenghao, LIU Fen, ZHAO Feng. Research on electronic Medical Record System based on Block chain technology. 2020. doi: 10.12201/bmr.202007.00012

  ZHAO Jia-Qi, WANG Xiao-Feng, FAN Yu-Yu, ZHANG Wei, WANG Hui-Xuan, LI Jin-Shan. Research on the Quality and Countermeasures of Electronic Medical Record Data. 2020. doi: 10.12201/bmr.202011.00008

  zhang lixin, sun haixia, tang mingkun, qian qing. A Review of Real World Electronic Medical Record Data Evaluation. 2021. doi: 10.12201/bmr.202106.00015

  Deng Lan, Du Tongzhou. An Efficient, Secure and Multi-keyword Search Scheme on Encrypted Electronic Medical Records. 2021. doi: 10.12201/bmr.202105.00008

  xulu. Research and thinking on self-printing behavior characteristics of outpatient and emergency electronic medical record patients in a large grade A hospital. 2021. doi: 10.12201/bmr.202109.00008

  lijian, yangxu, niruyang, chenying. Construction of daytime electronic medical record system with integrated design of outpatient, inpatient and surgical management. 2021. doi: 10.12201/bmr.202110.00023

  Li Xiaoying, Cai Miaozhi, Li Junlian, Ren Huiling, Ji Yujing, Deng Panpan, Xia Guanghui. Research on the construction of COVID-19 knowledge graph for literature organization. 2020. doi: 10.12201/bmr.202010.00840

  yanghao. Construction of Electronic Data Capture System Based on Natural Population Cohort. 2020. doi: 10.12201/bmr.202007.00011

  CHEN DONGTIAN, WANG JIAN. Experience and Inspiration of Construction and Application of Australias National Electronic Health Record System. 2021. doi: 10.12201/bmr.202109.00026

• ID	Submit time	Number	Download
  1	2021-09-03	bmr.202109.00016V1	Download

• Public  Anonymous  To author only Submit Comments