The FAIR Guiding Principles for scientific data management and stewardship

Wilkinson, Mark D.; Dumontier, Michel; Aalbersberg, IJsbrand Jan; Appleton, Gabrielle; Axton, Myles; Baak, Arie; Blomberg, Niklas; Boiten, Jan‐Willem; Santos, Luiz Olavo Bonino da Silva; Bourne, Philip E.; Bouwman, Jildau; Brookes, Anthony J.; Clark, Tim W.; Crosas, Mercè; Dillo, Ingrid; Dumon, Olivier; Edmunds, Scott; Evelo, Chris T.; Finkers, Richard; González-Beltrán, Alejandra; Gray, Alasdair J. G.; Groth, Paul; Goble, Carole; Grethe, Jeffrey S.; Heringa, Jaap; Hoen, Peter A.C. ’t; Hooft, Rob; Kuhn, Tobias; Kok, Ruben; Kok, Joost N.; Lusher, Scott J.; Martone, Maryann E.; Mons, Albert; Packer, Abel L.; Persson, Bengt; Rocca‐Serra, Philippe; Roos, Marco; Schaik, René van; Sansone, Susanna‐Assunta; Schultes, Erik; Sengstag, Thierry; Slater, Ted; Strawn, George; Swertz, Morris A.; Thompson, Mark; Lei, Johan van der; Mulligen, Erik M. van; Velterop, Jan; Waagmeester, Andra; Wittenburg, Peter; Wolstencroft, Katherine; Zhao, Jun; Mons, Barend

doi:10.1038/sdata.2016.18

Sci Data

2016

DOI: 10.1038/sdata.2016.18

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The FAIR Guiding Principles for scientific data management and stewardship

Mark D. Wilkinson

¹

,

Michel Dumontier

²

,

IJsbrand Jan Aalbersberg

³

et al.

Abstract: There is an urgent need to improve the infrastructure supporting the reuse of scholarly data. A diverse set of stakeholders—representing academia, industry, funding agencies, and scholarly publishers—have come together to design and jointly endorse a concise and measureable set of principles that we refer to as the FAIR Data Principles. The intent is that these may act as a guideline for those wishing to enhance the reusability of their data holdings. Distinct from peer initiatives that focus on the human scho… Show more

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Cited by 18,574 publications

(11,678 citation statements)

References 38 publications

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“…Our results demonstrate an enrichment of immune response-related terms in female lung adenocarcinoma patients, which agrees with the findings of Araujo et al [20] . The analyzed functions suggest the positive regulation of CD8+ alpha-beta T cell activation and differentiation in female lung adenocarcinoma patients, which play an essential role in antitumor immunity [39,40]. Furthermore, Ye et al [40] discovered a more abundant population of effector memory CD8+ T cells in female lung adenocarcinoma patients, which agrees with our results.…”

Section: Discussionsupporting

confidence: 90%

Functional signatures in non-small-cell lung cancer: a systematic review and meta-analysis of sex-based differences in transcriptomic studies

Pérez-Díez

¹

,

Hidalgo

²

,

Malmierca-Merlo

³

et al. 2020

Preprint

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Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

“…Our results demonstrate an enrichment of immune response-related terms in female lung adenocarcinoma patients, which agrees with the findings of Araujo et al [20] . The analyzed functions suggest the positive regulation of CD8+ alpha-beta T cell activation and differentiation in female lung adenocarcinoma patients, which play an essential role in antitumor immunity [39,40]. Furthermore, Ye et al [40] discovered a more abundant population of effector memory CD8+ T cells in female lung adenocarcinoma patients, which agrees with our results.…”

Section: Discussionsupporting

confidence: 90%

Functional signatures in non-small-cell lung cancer: a systematic review and meta-analysis of sex-based differences in transcriptomic studies

Pérez-Díez

¹

,

Hidalgo

²

,

Malmierca-Merlo

³

et al. 2020

Preprint

Get access via publisher Add to collection Cite

Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

“…The data set includes the relevant data to adequately describe the battery test, allowing to repeat the test under the exact same conditions such that the same results are received within defined error bounds. This is in line with the general F. A. I. R. data approach [13] and provides repeatability and traceability in the battery value chain.…”

Section: Discussionsupporting

confidence: 81%

Hierarchical Representation of Measurement Data, Metrological Uncertainty and Metadata for Calibrated Battery Tests

Moradpour

¹

,

Kasper

²

,

Moertelmaier

³

et al. 2023

Batteries & Supercaps

Get access via publisher Add to collection Cite

Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

“…The fact that performance expectancy was found to affect behavioral intention is aligned with the existing knowledge of EDMS. Understanding of specific benefits associated with the system seems to be the most important driver of EDMS adoption, which is aligned with the literature review's findings (Abbasi et al, 2016;Lee et al, 2018;McLeod et al, 2011;Mosweu et al, 2016;Tagbotor et al, 2015;Wilkinson et al, 2016). This finding was confirmed in the study with the help of the regression analysis, as the variable of performance expectancy was linked to variation in behavioral intentions related to system use.…”

Section: Discussion Performance Expectancysupporting

confidence: 80%

Factors Influencing Digital Adoption of Data and Information Management Methods in the Public Sector

Lojonon

¹

,

Alfred

²

2025

International Journal of Electronic Government Research

0

Get access via publisher Add to collection Cite

Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

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