Applying a deep learning-based sequence labeling approach to detect attributes of medical concepts in clinical text

Applying a deep learning-based sequence labeling approach to detect attributes of medical concepts in clinical text

Abstract Background To detect attributes of medical concepts in clinical text, a traditional method often consists of two steps: named entity recognition of attributes and then relation classification between medical concepts and attributes. Here we present a novel solution, in which attribute detec...

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Bibliographic Details
Main Authors: Jun Xu, Zhiheng Li, Qiang Wei, Yonghui Wu, Yang Xiang, Hee-Jin Lee, Yaoyun Zhang, Stephen Wu, Hua Xu
Format: Article
Language:English
Published: BMC 2019-12-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Information extraction
Natural language processing
Clinical notes
Online Access:https://doi.org/10.1186/s12911-019-0937-2

Internet

https://doi.org/10.1186/s12911-019-0937-2

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