Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Giachelle, Fabio, Irrera, Ornella, Silvello, Gianmaria
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
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
_version_ 1784617577990848512
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
work_keys_str_mv AT giachellefabio medtagaportableandcustomizableannotationtoolforbiomedicaldocuments
AT irreraornella medtagaportableandcustomizableannotationtoolforbiomedicaldocuments
AT silvellogianmaria medtagaportableandcustomizableannotationtoolforbiomedicaldocuments