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rBEFdata: documenting data exchange and analysis for a collaborative data management platform

We are witnessing a growing gap separating primary research data from derived data products presented as knowledge in publications. Although journals today more often require the underlying data products used to derive the results as a prerequisite for a publication, the important link to the primar...

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Autores principales: Pfaff, Claas-Thido, König-Ries, Birgitta, Lang, Anne C, Ratcliffe, Sophia, Wirth, Christian, Man, Xingxing, Nadrowski, Karin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Ltd 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541993/
https://www.ncbi.nlm.nih.gov/pubmed/26306174
http://dx.doi.org/10.1002/ece3.1547
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author Pfaff, Claas-Thido
König-Ries, Birgitta
Lang, Anne C
Ratcliffe, Sophia
Wirth, Christian
Man, Xingxing
Nadrowski, Karin
author_facet Pfaff, Claas-Thido
König-Ries, Birgitta
Lang, Anne C
Ratcliffe, Sophia
Wirth, Christian
Man, Xingxing
Nadrowski, Karin
author_sort Pfaff, Claas-Thido
collection PubMed
description We are witnessing a growing gap separating primary research data from derived data products presented as knowledge in publications. Although journals today more often require the underlying data products used to derive the results as a prerequisite for a publication, the important link to the primary data is lost. However, documenting the postprocessing steps of data linking, the primary data with derived data products has the potential to increase the accuracy and the reproducibility of scientific findings significantly. Here, we introduce the rBEFdata R package as companion to the collaborative data management platform BEFdata. The R package provides programmatic access to features of the platform. It allows to search for data and integrates the search with external thesauri to improve the data discovery. It allows to download and import data and metadata into R for analysis. A batched download is available as well which works along a paper proposal mechanism implemented by BEFdata. This feature of BEFdata allows to group primary data and metadata and streamlines discussions and collaborations revolving around a certain research idea. The upload functionality of the R package in combination with the paper proposal mechanism of the portal allows to attach derived data products and scripts directly from R, thus addressing major aspects of documenting data postprocessing. We present the core features of the rBEFdata R package along an ecological analysis example and further discuss the potential of postprocessing documentation for data, linking primary data with derived data products and knowledge.
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spelling pubmed-45419932015-08-24 rBEFdata: documenting data exchange and analysis for a collaborative data management platform Pfaff, Claas-Thido König-Ries, Birgitta Lang, Anne C Ratcliffe, Sophia Wirth, Christian Man, Xingxing Nadrowski, Karin Ecol Evol Original Research We are witnessing a growing gap separating primary research data from derived data products presented as knowledge in publications. Although journals today more often require the underlying data products used to derive the results as a prerequisite for a publication, the important link to the primary data is lost. However, documenting the postprocessing steps of data linking, the primary data with derived data products has the potential to increase the accuracy and the reproducibility of scientific findings significantly. Here, we introduce the rBEFdata R package as companion to the collaborative data management platform BEFdata. The R package provides programmatic access to features of the platform. It allows to search for data and integrates the search with external thesauri to improve the data discovery. It allows to download and import data and metadata into R for analysis. A batched download is available as well which works along a paper proposal mechanism implemented by BEFdata. This feature of BEFdata allows to group primary data and metadata and streamlines discussions and collaborations revolving around a certain research idea. The upload functionality of the R package in combination with the paper proposal mechanism of the portal allows to attach derived data products and scripts directly from R, thus addressing major aspects of documenting data postprocessing. We present the core features of the rBEFdata R package along an ecological analysis example and further discuss the potential of postprocessing documentation for data, linking primary data with derived data products and knowledge. John Wiley & Sons, Ltd 2015-07 2015-07-03 /pmc/articles/PMC4541993/ /pubmed/26306174 http://dx.doi.org/10.1002/ece3.1547 Text en © 2015 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. http://creativecommons.org/licenses/by/4.0/ This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Research
Pfaff, Claas-Thido
König-Ries, Birgitta
Lang, Anne C
Ratcliffe, Sophia
Wirth, Christian
Man, Xingxing
Nadrowski, Karin
rBEFdata: documenting data exchange and analysis for a collaborative data management platform
title rBEFdata: documenting data exchange and analysis for a collaborative data management platform
title_full rBEFdata: documenting data exchange and analysis for a collaborative data management platform
title_fullStr rBEFdata: documenting data exchange and analysis for a collaborative data management platform
title_full_unstemmed rBEFdata: documenting data exchange and analysis for a collaborative data management platform
title_short rBEFdata: documenting data exchange and analysis for a collaborative data management platform
title_sort rbefdata: documenting data exchange and analysis for a collaborative data management platform
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541993/
https://www.ncbi.nlm.nih.gov/pubmed/26306174
http://dx.doi.org/10.1002/ece3.1547
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