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Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers
Neuroimaging methods such as magnetic resonance imaging (MRI) involve complex data collection and analysis protocols, which necessitate the establishment of good research data management (RDM). Despite efforts within the field to address issues related to rigor and reproducibility, information about...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6047789/ https://www.ncbi.nlm.nih.gov/pubmed/30011302 http://dx.doi.org/10.1371/journal.pone.0200562 |
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author | Borghi, John A. Van Gulick, Ana E. |
author_facet | Borghi, John A. Van Gulick, Ana E. |
author_sort | Borghi, John A. |
collection | PubMed |
description | Neuroimaging methods such as magnetic resonance imaging (MRI) involve complex data collection and analysis protocols, which necessitate the establishment of good research data management (RDM). Despite efforts within the field to address issues related to rigor and reproducibility, information about the RDM-related practices and perceptions of neuroimaging researchers remains largely anecdotal. To inform such efforts, we conducted an online survey of active MRI researchers that covered a range of RDM-related topics. Survey questions addressed the type(s) of data collected, tools used for data storage, organization, and analysis, and the degree to which practices are defined and standardized within a research group. Our results demonstrate that neuroimaging data is acquired in multifarious forms, transformed and analyzed using a wide variety of software tools, and that RDM practices and perceptions vary considerably both within and between research groups, with trainees reporting less consistency than faculty. Ratings of the maturity of RDM practices from ad-hoc to refined were relatively high during the data collection and analysis phases of a project and significantly lower during the data sharing phase. Perceptions of emerging practices including open access publishing and preregistration were largely positive, but demonstrated little adoption into current practice. |
format | Online Article Text |
id | pubmed-6047789 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-60477892018-07-26 Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers Borghi, John A. Van Gulick, Ana E. PLoS One Research Article Neuroimaging methods such as magnetic resonance imaging (MRI) involve complex data collection and analysis protocols, which necessitate the establishment of good research data management (RDM). Despite efforts within the field to address issues related to rigor and reproducibility, information about the RDM-related practices and perceptions of neuroimaging researchers remains largely anecdotal. To inform such efforts, we conducted an online survey of active MRI researchers that covered a range of RDM-related topics. Survey questions addressed the type(s) of data collected, tools used for data storage, organization, and analysis, and the degree to which practices are defined and standardized within a research group. Our results demonstrate that neuroimaging data is acquired in multifarious forms, transformed and analyzed using a wide variety of software tools, and that RDM practices and perceptions vary considerably both within and between research groups, with trainees reporting less consistency than faculty. Ratings of the maturity of RDM practices from ad-hoc to refined were relatively high during the data collection and analysis phases of a project and significantly lower during the data sharing phase. Perceptions of emerging practices including open access publishing and preregistration were largely positive, but demonstrated little adoption into current practice. Public Library of Science 2018-07-16 /pmc/articles/PMC6047789/ /pubmed/30011302 http://dx.doi.org/10.1371/journal.pone.0200562 Text en © 2018 Borghi, Van Gulick 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 | Research Article Borghi, John A. Van Gulick, Ana E. Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers |
title | Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers |
title_full | Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers |
title_fullStr | Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers |
title_full_unstemmed | Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers |
title_short | Data management and sharing in neuroimaging: Practices and perceptions of MRI researchers |
title_sort | data management and sharing in neuroimaging: practices and perceptions of mri researchers |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6047789/ https://www.ncbi.nlm.nih.gov/pubmed/30011302 http://dx.doi.org/10.1371/journal.pone.0200562 |
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