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ChemEx: information extraction system for chemical data curation
BACKGROUND: Manual chemical data curation from publications is error-prone, time consuming, and hard to maintain up-to-date data sets. Automatic information extraction can be used as a tool to reduce these problems. Since chemical structures usually described in images, information extraction needs...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3521388/ https://www.ncbi.nlm.nih.gov/pubmed/23282330 http://dx.doi.org/10.1186/1471-2105-13-S17-S9 |
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author | Tharatipyakul, Atima Numnark, Somrak Wichadakul, Duangdao Ingsriswang, Supawadee |
author_facet | Tharatipyakul, Atima Numnark, Somrak Wichadakul, Duangdao Ingsriswang, Supawadee |
author_sort | Tharatipyakul, Atima |
collection | PubMed |
description | BACKGROUND: Manual chemical data curation from publications is error-prone, time consuming, and hard to maintain up-to-date data sets. Automatic information extraction can be used as a tool to reduce these problems. Since chemical structures usually described in images, information extraction needs to combine structure image recognition and text mining together. RESULTS: We have developed ChemEx, a chemical information extraction system. ChemEx processes both text and images in publications. Text annotator is able to extract compound, organism, and assay entities from text content while structure image recognition enables translation of chemical raster images to machine readable format. A user can view annotated text along with summarized information of compounds, organism that produces those compounds, and assay tests. CONCLUSIONS: ChemEx facilitates and speeds up chemical data curation by extracting compounds, organisms, and assays from a large collection of publications. The software and corpus can be downloaded from http://www.biotec.or.th/isl/ChemEx. |
format | Online Article Text |
id | pubmed-3521388 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-35213882012-12-14 ChemEx: information extraction system for chemical data curation Tharatipyakul, Atima Numnark, Somrak Wichadakul, Duangdao Ingsriswang, Supawadee BMC Bioinformatics Proceedings BACKGROUND: Manual chemical data curation from publications is error-prone, time consuming, and hard to maintain up-to-date data sets. Automatic information extraction can be used as a tool to reduce these problems. Since chemical structures usually described in images, information extraction needs to combine structure image recognition and text mining together. RESULTS: We have developed ChemEx, a chemical information extraction system. ChemEx processes both text and images in publications. Text annotator is able to extract compound, organism, and assay entities from text content while structure image recognition enables translation of chemical raster images to machine readable format. A user can view annotated text along with summarized information of compounds, organism that produces those compounds, and assay tests. CONCLUSIONS: ChemEx facilitates and speeds up chemical data curation by extracting compounds, organisms, and assays from a large collection of publications. The software and corpus can be downloaded from http://www.biotec.or.th/isl/ChemEx. BioMed Central 2012-12-07 /pmc/articles/PMC3521388/ /pubmed/23282330 http://dx.doi.org/10.1186/1471-2105-13-S17-S9 Text en Copyright ©2012 Tharatipyakul et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Proceedings Tharatipyakul, Atima Numnark, Somrak Wichadakul, Duangdao Ingsriswang, Supawadee ChemEx: information extraction system for chemical data curation |
title | ChemEx: information extraction system for chemical data curation |
title_full | ChemEx: information extraction system for chemical data curation |
title_fullStr | ChemEx: information extraction system for chemical data curation |
title_full_unstemmed | ChemEx: information extraction system for chemical data curation |
title_short | ChemEx: information extraction system for chemical data curation |
title_sort | chemex: information extraction system for chemical data curation |
topic | Proceedings |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3521388/ https://www.ncbi.nlm.nih.gov/pubmed/23282330 http://dx.doi.org/10.1186/1471-2105-13-S17-S9 |
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