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MedTAG: a portable and customizable annotation tool for biomedical documents
BACKGROUND: Semantic annotators and Natural Language Processing (NLP) methods for Named Entity Recognition and Linking (NER+L) require plenty of training and test data, especially in the biomedical domain. Despite the abundance of unstructured biomedical data, the lack of richly annotated biomedical...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8684237/ https://www.ncbi.nlm.nih.gov/pubmed/34922517 http://dx.doi.org/10.1186/s12911-021-01706-4 |
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author | Giachelle, Fabio Irrera, Ornella Silvello, Gianmaria |
author_facet | Giachelle, Fabio Irrera, Ornella Silvello, Gianmaria |
author_sort | Giachelle, Fabio |
collection | PubMed |
description | BACKGROUND: Semantic annotators and Natural Language Processing (NLP) methods for Named Entity Recognition and Linking (NER+L) require plenty of training and test data, especially in the biomedical domain. Despite the abundance of unstructured biomedical data, the lack of richly annotated biomedical datasets poses hindrances to the further development of NER+L algorithms for any effective secondary use. In addition, manual annotation of biomedical documents performed by physicians and experts is a costly and time-consuming task. To support, organize and speed up the annotation process, we introduce MedTAG, a collaborative biomedical annotation tool that is open-source, platform-independent, and free to use/distribute. RESULTS: We present the main features of MedTAG and how it has been employed in the histopathology domain by physicians and experts to annotate more than seven thousand clinical reports manually. We compare MedTAG with a set of well-established biomedical annotation tools, including BioQRator, ezTag, MyMiner, and tagtog, comparing their pros and cons with those of MedTag. We highlight that MedTAG is one of the very few open-source tools provided with an open license and a straightforward installation procedure supporting cross-platform use. CONCLUSIONS: MedTAG has been designed according to five requirements (i.e. available, distributable, installable, workable and schematic) defined in a recent extensive review of manual annotation tools. Moreover, MedTAG satisfies 20 over 22 criteria specified in the same study. |
format | Online Article Text |
id | pubmed-8684237 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-86842372021-12-20 MedTAG: a portable and customizable annotation tool for biomedical documents Giachelle, Fabio Irrera, Ornella Silvello, Gianmaria BMC Med Inform Decis Mak Software BACKGROUND: Semantic annotators and Natural Language Processing (NLP) methods for Named Entity Recognition and Linking (NER+L) require plenty of training and test data, especially in the biomedical domain. Despite the abundance of unstructured biomedical data, the lack of richly annotated biomedical datasets poses hindrances to the further development of NER+L algorithms for any effective secondary use. In addition, manual annotation of biomedical documents performed by physicians and experts is a costly and time-consuming task. To support, organize and speed up the annotation process, we introduce MedTAG, a collaborative biomedical annotation tool that is open-source, platform-independent, and free to use/distribute. RESULTS: We present the main features of MedTAG and how it has been employed in the histopathology domain by physicians and experts to annotate more than seven thousand clinical reports manually. We compare MedTAG with a set of well-established biomedical annotation tools, including BioQRator, ezTag, MyMiner, and tagtog, comparing their pros and cons with those of MedTag. We highlight that MedTAG is one of the very few open-source tools provided with an open license and a straightforward installation procedure supporting cross-platform use. CONCLUSIONS: MedTAG has been designed according to five requirements (i.e. available, distributable, installable, workable and schematic) defined in a recent extensive review of manual annotation tools. Moreover, MedTAG satisfies 20 over 22 criteria specified in the same study. BioMed Central 2021-12-18 /pmc/articles/PMC8684237/ /pubmed/34922517 http://dx.doi.org/10.1186/s12911-021-01706-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Software Giachelle, Fabio Irrera, Ornella Silvello, Gianmaria MedTAG: a portable and customizable annotation tool for biomedical documents |
title | MedTAG: a portable and customizable annotation tool for biomedical documents |
title_full | MedTAG: a portable and customizable annotation tool for biomedical documents |
title_fullStr | MedTAG: a portable and customizable annotation tool for biomedical documents |
title_full_unstemmed | MedTAG: a portable and customizable annotation tool for biomedical documents |
title_short | MedTAG: a portable and customizable annotation tool for biomedical documents |
title_sort | medtag: a portable and customizable annotation tool for biomedical documents |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8684237/ https://www.ncbi.nlm.nih.gov/pubmed/34922517 http://dx.doi.org/10.1186/s12911-021-01706-4 |
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