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The GNAT library for local and remote gene mention normalization
Summary: Identifying mentions of named entities, such as genes or diseases, and normalizing them to database identifiers have become an important step in many text and data mining pipelines. Despite this need, very few entity normalization systems are publicly available as source code or web service...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3179658/ https://www.ncbi.nlm.nih.gov/pubmed/21813477 http://dx.doi.org/10.1093/bioinformatics/btr455 |
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author | Hakenberg, Jörg Gerner, Martin Haeussler, Maximilian Solt, Illés Plake, Conrad Schroeder, Michael Gonzalez, Graciela Nenadic, Goran Bergman, Casey M. |
author_facet | Hakenberg, Jörg Gerner, Martin Haeussler, Maximilian Solt, Illés Plake, Conrad Schroeder, Michael Gonzalez, Graciela Nenadic, Goran Bergman, Casey M. |
author_sort | Hakenberg, Jörg |
collection | PubMed |
description | Summary: Identifying mentions of named entities, such as genes or diseases, and normalizing them to database identifiers have become an important step in many text and data mining pipelines. Despite this need, very few entity normalization systems are publicly available as source code or web services for biomedical text mining. Here we present the Gnat Java library for text retrieval, named entity recognition, and normalization of gene and protein mentions in biomedical text. The library can be used as a component to be integrated with other text-mining systems, as a framework to add user-specific extensions, and as an efficient stand-alone application for the identification of gene and protein names for data analysis. On the BioCreative III test data, the current version of Gnat achieves a Tap-20 score of 0.1987. Availability: The library and web services are implemented in Java and the sources are available from http://gnat.sourceforge.net. Contact: jorg.hakenberg@roche.com |
format | Online Article Text |
id | pubmed-3179658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-31796582011-09-26 The GNAT library for local and remote gene mention normalization Hakenberg, Jörg Gerner, Martin Haeussler, Maximilian Solt, Illés Plake, Conrad Schroeder, Michael Gonzalez, Graciela Nenadic, Goran Bergman, Casey M. Bioinformatics Applications Note Summary: Identifying mentions of named entities, such as genes or diseases, and normalizing them to database identifiers have become an important step in many text and data mining pipelines. Despite this need, very few entity normalization systems are publicly available as source code or web services for biomedical text mining. Here we present the Gnat Java library for text retrieval, named entity recognition, and normalization of gene and protein mentions in biomedical text. The library can be used as a component to be integrated with other text-mining systems, as a framework to add user-specific extensions, and as an efficient stand-alone application for the identification of gene and protein names for data analysis. On the BioCreative III test data, the current version of Gnat achieves a Tap-20 score of 0.1987. Availability: The library and web services are implemented in Java and the sources are available from http://gnat.sourceforge.net. Contact: jorg.hakenberg@roche.com Oxford University Press 2011-10-01 2011-08-03 /pmc/articles/PMC3179658/ /pubmed/21813477 http://dx.doi.org/10.1093/bioinformatics/btr455 Text en © The Author(s) 2011. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/2.5 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.5), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Applications Note Hakenberg, Jörg Gerner, Martin Haeussler, Maximilian Solt, Illés Plake, Conrad Schroeder, Michael Gonzalez, Graciela Nenadic, Goran Bergman, Casey M. The GNAT library for local and remote gene mention normalization |
title | The GNAT library for local and remote gene mention normalization |
title_full | The GNAT library for local and remote gene mention normalization |
title_fullStr | The GNAT library for local and remote gene mention normalization |
title_full_unstemmed | The GNAT library for local and remote gene mention normalization |
title_short | The GNAT library for local and remote gene mention normalization |
title_sort | gnat library for local and remote gene mention normalization |
topic | Applications Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3179658/ https://www.ncbi.nlm.nih.gov/pubmed/21813477 http://dx.doi.org/10.1093/bioinformatics/btr455 |
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