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Natural Language Processing in aid of FlyBase curators
BACKGROUND: Despite increasing interest in applying Natural Language Processing (NLP) to biomedical text, whether this technology can facilitate tasks such as database curation remains unclear. RESULTS: PaperBrowser is the first NLP-powered interface that was developed under a user-centered approach...
Autores principales: | , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2375127/ https://www.ncbi.nlm.nih.gov/pubmed/18410678 http://dx.doi.org/10.1186/1471-2105-9-193 |
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author | Karamanis, Nikiforos Seal, Ruth Lewin, Ian McQuilton, Peter Vlachos, Andreas Gasperin, Caroline Drysdale, Rachel Briscoe, Ted |
author_facet | Karamanis, Nikiforos Seal, Ruth Lewin, Ian McQuilton, Peter Vlachos, Andreas Gasperin, Caroline Drysdale, Rachel Briscoe, Ted |
author_sort | Karamanis, Nikiforos |
collection | PubMed |
description | BACKGROUND: Despite increasing interest in applying Natural Language Processing (NLP) to biomedical text, whether this technology can facilitate tasks such as database curation remains unclear. RESULTS: PaperBrowser is the first NLP-powered interface that was developed under a user-centered approach to improve the way in which FlyBase curators navigate an article. In this paper, we first discuss how observing curators at work informed the design and evaluation of PaperBrowser. Then, we present how we appraise PaperBrowser's navigational functionalities in a user-based study using a text highlighting task and evaluation criteria of Human-Computer Interaction. Our results show that PaperBrowser reduces the amount of interactions between two highlighting events and therefore improves navigational efficiency by about 58% compared to the navigational mechanism that was previously available to the curators. Moreover, PaperBrowser is shown to provide curators with enhanced navigational utility by over 74% irrespective of the different ways in which they highlight text in the article. CONCLUSION: We show that state-of-the-art performance in certain NLP tasks such as Named Entity Recognition and Anaphora Resolution can be combined with the navigational functionalities of PaperBrowser to support curation quite successfully. |
format | Text |
id | pubmed-2375127 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-23751272008-05-10 Natural Language Processing in aid of FlyBase curators Karamanis, Nikiforos Seal, Ruth Lewin, Ian McQuilton, Peter Vlachos, Andreas Gasperin, Caroline Drysdale, Rachel Briscoe, Ted BMC Bioinformatics Software BACKGROUND: Despite increasing interest in applying Natural Language Processing (NLP) to biomedical text, whether this technology can facilitate tasks such as database curation remains unclear. RESULTS: PaperBrowser is the first NLP-powered interface that was developed under a user-centered approach to improve the way in which FlyBase curators navigate an article. In this paper, we first discuss how observing curators at work informed the design and evaluation of PaperBrowser. Then, we present how we appraise PaperBrowser's navigational functionalities in a user-based study using a text highlighting task and evaluation criteria of Human-Computer Interaction. Our results show that PaperBrowser reduces the amount of interactions between two highlighting events and therefore improves navigational efficiency by about 58% compared to the navigational mechanism that was previously available to the curators. Moreover, PaperBrowser is shown to provide curators with enhanced navigational utility by over 74% irrespective of the different ways in which they highlight text in the article. CONCLUSION: We show that state-of-the-art performance in certain NLP tasks such as Named Entity Recognition and Anaphora Resolution can be combined with the navigational functionalities of PaperBrowser to support curation quite successfully. BioMed Central 2008-04-14 /pmc/articles/PMC2375127/ /pubmed/18410678 http://dx.doi.org/10.1186/1471-2105-9-193 Text en Copyright © 2008 Karamanis 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 | Software Karamanis, Nikiforos Seal, Ruth Lewin, Ian McQuilton, Peter Vlachos, Andreas Gasperin, Caroline Drysdale, Rachel Briscoe, Ted Natural Language Processing in aid of FlyBase curators |
title | Natural Language Processing in aid of FlyBase curators |
title_full | Natural Language Processing in aid of FlyBase curators |
title_fullStr | Natural Language Processing in aid of FlyBase curators |
title_full_unstemmed | Natural Language Processing in aid of FlyBase curators |
title_short | Natural Language Processing in aid of FlyBase curators |
title_sort | natural language processing in aid of flybase curators |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2375127/ https://www.ncbi.nlm.nih.gov/pubmed/18410678 http://dx.doi.org/10.1186/1471-2105-9-193 |
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