Chinese medical named entity recognition integrating adversarial training and feature enhancement

认领

导出

Link by DOI

反馈

作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Zhang, Xu;Kao, Youchen;Che, Shengbing;Yan, Juan;Zhou, Sha;...

通讯作者：

Che, SB

作者机构：

[Wang, Wanqin; Che, SB; Che, Shengbing; Guo, Shenyi; Zhang, Xu; Kao, Youchen] Cent South Univ Forestry & Technol, Coll Comp Sci & Math, 498 Shaoshan South Rd,Wenyuan St, Changsha 410004, Hunan, Peoples R China.

[Kao, Youchen] Cent South Univ Forestry & Technol, Informat & Engn Coll, Swan Coll, 1-10 Furong North Rd, Changsha 410211, Hunan, Peoples R China.

[Zhou, Sha] Cent South Univ Forestry & Technol, Coll Elect Informat & Phys, 498 Shaoshan South Rd,Wenyuan St, Changsha 410004, Hunan, Peoples R China.

[Yan, Juan] Xiaoxian Hosp, Affiliated Hosp 1, Bengbu Med Coll, Dept Gastroenterol, Suzhou 235299, Anhui, Peoples R China.

通讯机构：

[Che, SB ] C

Cent South Univ Forestry & Technol, Coll Comp Sci & Math, 498 Shaoshan South Rd,Wenyuan St, Changsha 410004, Hunan, Peoples R China.

语种：

英文

关键词：

Entity extraction;Data enhancement;BPBIC model;Adversarial training;Knowledge graph

期刊：

Scientific Reports

ISSN：

2045-2322

年：

2025

卷：

期：

页码：

14844

DOI：

10.1038/s41598-025-98465-3

基金类别：

TAPU Research Fund; [2024-1128-01-HNTP01]

机构署名：

本校为第一且通讯机构

院系归属：

涉外学院

摘要：

Chinese possesses the essential attributes of unique character composition structure and the nested nature of medical entities, which causes many challenges for Chinese Electronic Health Records (EHRs) in medical named entity recognition tasks, such as scarce annotated data, strong tokenization ambiguity, and blurred entity boundaries. This increases the difficulty of extracting medical named entity categories. The paper proposes an effective Chinese clinical named entity recognition model that integrates BERT and adversarial enhancement in a dual channel architecture to address this issue. Fi...

反馈

产权有误：本人成果被他人认领

数据有误：数据基本信息有误

归属有误：成果的院系归属、机构署名归属有误

其他原因：

验证码：

看不清楚，换一个

确定

取消

成果认领

标题：

用户	作者	通讯作者	--
	请选择	请选择	--

确定

取消

Chinese medical named entity recognition integrating adversarial training and feature enhancement

反馈

成果认领

提示

该栏目需要登录且有访问权限才可以访问