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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-5876947 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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