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SR4GN: A Species Recognition Software Tool for Gene Normalization
As suggested in recent studies, species recognition and disambiguation is one of the most critical and challenging steps in many downstream text-mining applications such as the gene normalization task and protein-protein interaction extraction. We report SR4GN: an open source tool for species recogn...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3367953/ https://www.ncbi.nlm.nih.gov/pubmed/22679507 http://dx.doi.org/10.1371/journal.pone.0038460 |
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author | Wei, Chih-Hsuan Kao, Hung-Yu Lu, Zhiyong |
author_facet | Wei, Chih-Hsuan Kao, Hung-Yu Lu, Zhiyong |
author_sort | Wei, Chih-Hsuan |
collection | PubMed |
description | As suggested in recent studies, species recognition and disambiguation is one of the most critical and challenging steps in many downstream text-mining applications such as the gene normalization task and protein-protein interaction extraction. We report SR4GN: an open source tool for species recognition and disambiguation in biomedical text. In addition to the species detection function in existing tools, SR4GN is optimized for the Gene Normalization task. As such it is developed to link detected species with corresponding gene mentions in a document. SR4GN achieves 85.42% in accuracy and compares favorably to the other state-of-the-art techniques in benchmark experiments. Finally, SR4GN is implemented as a standalone software tool, thus making it convenient and robust for use in many text-mining applications. SR4GN can be downloaded at: http://www.ncbi.nlm.nih.gov/CBBresearch/Lu/downloads/SR4GN |
format | Online Article Text |
id | pubmed-3367953 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-33679532012-06-07 SR4GN: A Species Recognition Software Tool for Gene Normalization Wei, Chih-Hsuan Kao, Hung-Yu Lu, Zhiyong PLoS One Research Article As suggested in recent studies, species recognition and disambiguation is one of the most critical and challenging steps in many downstream text-mining applications such as the gene normalization task and protein-protein interaction extraction. We report SR4GN: an open source tool for species recognition and disambiguation in biomedical text. In addition to the species detection function in existing tools, SR4GN is optimized for the Gene Normalization task. As such it is developed to link detected species with corresponding gene mentions in a document. SR4GN achieves 85.42% in accuracy and compares favorably to the other state-of-the-art techniques in benchmark experiments. Finally, SR4GN is implemented as a standalone software tool, thus making it convenient and robust for use in many text-mining applications. SR4GN can be downloaded at: http://www.ncbi.nlm.nih.gov/CBBresearch/Lu/downloads/SR4GN Public Library of Science 2012-06-05 /pmc/articles/PMC3367953/ /pubmed/22679507 http://dx.doi.org/10.1371/journal.pone.0038460 Text en This is an open-access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication. https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. |
spellingShingle | Research Article Wei, Chih-Hsuan Kao, Hung-Yu Lu, Zhiyong SR4GN: A Species Recognition Software Tool for Gene Normalization |
title | SR4GN: A Species Recognition Software Tool for Gene Normalization |
title_full | SR4GN: A Species Recognition Software Tool for Gene Normalization |
title_fullStr | SR4GN: A Species Recognition Software Tool for Gene Normalization |
title_full_unstemmed | SR4GN: A Species Recognition Software Tool for Gene Normalization |
title_short | SR4GN: A Species Recognition Software Tool for Gene Normalization |
title_sort | sr4gn: a species recognition software tool for gene normalization |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3367953/ https://www.ncbi.nlm.nih.gov/pubmed/22679507 http://dx.doi.org/10.1371/journal.pone.0038460 |
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