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Wide-Open: Accelerating public data release by automating detection of overdue datasets
Open data is a vital pillar of open science and a key enabler for reproducibility, data reuse, and novel discoveries. Enforcement of open-data policies, however, largely relies on manual efforts, which invariably lag behind the increasingly automated generation of biological data. To address this pr...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5464523/ https://www.ncbi.nlm.nih.gov/pubmed/28594819 http://dx.doi.org/10.1371/journal.pbio.2002477 |
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author | Grechkin, Maxim Poon, Hoifung Howe, Bill |
author_facet | Grechkin, Maxim Poon, Hoifung Howe, Bill |
author_sort | Grechkin, Maxim |
collection | PubMed |
description | Open data is a vital pillar of open science and a key enabler for reproducibility, data reuse, and novel discoveries. Enforcement of open-data policies, however, largely relies on manual efforts, which invariably lag behind the increasingly automated generation of biological data. To address this problem, we developed a general approach to automatically identify datasets overdue for public release by applying text mining to identify dataset references in published articles and parse query results from repositories to determine if the datasets remain private. We demonstrate the effectiveness of this approach on 2 popular National Center for Biotechnology Information (NCBI) repositories: Gene Expression Omnibus (GEO) and Sequence Read Archive (SRA). Our Wide-Open system identified a large number of overdue datasets, which spurred administrators to respond directly by releasing 400 datasets in one week. |
format | Online Article Text |
id | pubmed-5464523 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-54645232017-06-22 Wide-Open: Accelerating public data release by automating detection of overdue datasets Grechkin, Maxim Poon, Hoifung Howe, Bill PLoS Biol Community Page Open data is a vital pillar of open science and a key enabler for reproducibility, data reuse, and novel discoveries. Enforcement of open-data policies, however, largely relies on manual efforts, which invariably lag behind the increasingly automated generation of biological data. To address this problem, we developed a general approach to automatically identify datasets overdue for public release by applying text mining to identify dataset references in published articles and parse query results from repositories to determine if the datasets remain private. We demonstrate the effectiveness of this approach on 2 popular National Center for Biotechnology Information (NCBI) repositories: Gene Expression Omnibus (GEO) and Sequence Read Archive (SRA). Our Wide-Open system identified a large number of overdue datasets, which spurred administrators to respond directly by releasing 400 datasets in one week. Public Library of Science 2017-06-08 /pmc/articles/PMC5464523/ /pubmed/28594819 http://dx.doi.org/10.1371/journal.pbio.2002477 Text en © 2017 Grechkin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Community Page Grechkin, Maxim Poon, Hoifung Howe, Bill Wide-Open: Accelerating public data release by automating detection of overdue datasets |
title | Wide-Open: Accelerating public data release by automating detection of overdue datasets |
title_full | Wide-Open: Accelerating public data release by automating detection of overdue datasets |
title_fullStr | Wide-Open: Accelerating public data release by automating detection of overdue datasets |
title_full_unstemmed | Wide-Open: Accelerating public data release by automating detection of overdue datasets |
title_short | Wide-Open: Accelerating public data release by automating detection of overdue datasets |
title_sort | wide-open: accelerating public data release by automating detection of overdue datasets |
topic | Community Page |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5464523/ https://www.ncbi.nlm.nih.gov/pubmed/28594819 http://dx.doi.org/10.1371/journal.pbio.2002477 |
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