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FAIR Computational Workflows

Authors: Goble, Carole; Cohen-Boulakia, Sarah; Soiland-Reyes, Stian; Garijo, Daniel; Gil, Yolanda; Crusoe, Michael R.; Peters, Kristian; +1 Authors

FAIR Computational Workflows

Abstract

Computational workflows describe the complex multi-step methods that are used for data collection, data preparation, analytics, predictive modelling, and simulation that lead to new data products. They can inherently contribute to the FAIR data principles: by processing data according to established metadata; by creating metadata themselves during the processing of data; and by tracking and recording data provenance. These properties aid data quality assessment and contribute to secondary data usage. Moreover, workflows are digital objects in their own right. This paper argues that FAIR principles for workflows need to address their specific nature in terms of their composition of executable software steps, their provenance, and their development.

Country
United Kingdom
Keywords

FAIR data, Institute for Data Science and AI, workflow, software, provenance, scientific workflows, Computational workflow, workflows, scientific workflow, Data Science Institute, ResearchInstitutes_Networks_Beacons/02/04; name=Institute for Data Science and AI, reproducibility, FAIR

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download
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
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135
Top 1%
Top 1%
Top 1%
20
20
Green
gold