Chinese medical named entity recognition integrating adversarial training and feature enhancement

Chinese medical named entity recognition integrating adversarial training and feature enhancement

Abstract 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 tokeniza...

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Bibliographic Details
Main Authors: Xu Zhang, Youchen Kao, Shengbing Che, Juan Yan, Sha Zhou, Shenyi Guo, Wanqin Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Entity extraction
Data enhancement
BPBIC model
Adversarial training
Knowledge graph
Online Access:https://doi.org/10.1038/s41598-025-98465-3
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https://doi.org/10.1038/s41598-025-98465-3

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