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A Text Structuring Method for Chinese Medical Text Based on Temporal Information

Chinese Electronic Medical Records (EMRs) contains a large number of complex medical free text which includes a variety of information, such as temporal information, patients’ symptoms and laboratory data. However, as an important knowledge base, these unstructured text data in EMR are hard to proce...

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Detalles Bibliográficos
Autores principales: Zhang, Runtong, Chu, Fuzhi, Chen, Donghua, Shang, Xiaopu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5876947/
https://www.ncbi.nlm.nih.gov/pubmed/29495428
http://dx.doi.org/10.3390/ijerph15030402
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author Zhang, Runtong
Chu, Fuzhi
Chen, Donghua
Shang, Xiaopu
author_facet Zhang, Runtong
Chu, Fuzhi
Chen, Donghua
Shang, Xiaopu
author_sort Zhang, Runtong
collection PubMed
description Chinese Electronic Medical Records (EMRs) contains a large number of complex medical free text which includes a variety of information, such as temporal information, patients’ symptoms and laboratory data. However, as an important knowledge base, these unstructured text data in EMR are hard to process directly by computer to support further medical research. This paper proposes a novel text structuring method to extract knowledge from EMR texts and reorganize them in chronological order according to the temporal information in the text. By implementing some entropy-based algorithms as contrast, experiments evaluate the performance of the proposed method, which indicates the new method can significantly reduce the complexity of EMR text. This work is significant in structuring the EMR free text into temporal-structured data for further medical analysis.
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spelling pubmed-58769472018-04-09 A Text Structuring Method for Chinese Medical Text Based on Temporal Information Zhang, Runtong Chu, Fuzhi Chen, Donghua Shang, Xiaopu Int J Environ Res Public Health Article Chinese Electronic Medical Records (EMRs) contains a large number of complex medical free text which includes a variety of information, such as temporal information, patients’ symptoms and laboratory data. However, as an important knowledge base, these unstructured text data in EMR are hard to process directly by computer to support further medical research. This paper proposes a novel text structuring method to extract knowledge from EMR texts and reorganize them in chronological order according to the temporal information in the text. By implementing some entropy-based algorithms as contrast, experiments evaluate the performance of the proposed method, which indicates the new method can significantly reduce the complexity of EMR text. This work is significant in structuring the EMR free text into temporal-structured data for further medical analysis. MDPI 2018-02-27 2018-03 /pmc/articles/PMC5876947/ /pubmed/29495428 http://dx.doi.org/10.3390/ijerph15030402 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhang, Runtong
Chu, Fuzhi
Chen, Donghua
Shang, Xiaopu
A Text Structuring Method for Chinese Medical Text Based on Temporal Information
title A Text Structuring Method for Chinese Medical Text Based on Temporal Information
title_full A Text Structuring Method for Chinese Medical Text Based on Temporal Information
title_fullStr A Text Structuring Method for Chinese Medical Text Based on Temporal Information
title_full_unstemmed A Text Structuring Method for Chinese Medical Text Based on Temporal Information
title_short A Text Structuring Method for Chinese Medical Text Based on Temporal Information
title_sort text structuring method for chinese medical text based on temporal information
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5876947/
https://www.ncbi.nlm.nih.gov/pubmed/29495428
http://dx.doi.org/10.3390/ijerph15030402
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