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Canonical Workflows to Make Data FAlR 被引量:2

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摘要 The FAIR principles have been accepted globally as guidelines for improving data-driven science and data management practices,yet the incentives for researchers to change their practices are presently weak.In addition,data-driven science has been slow to embrace workflow technology despite clear evidence of recurring practices.To overcome these challenges,the Canonical Workflow Frameworks for Research(CWFR)initiative suggests a large-scale introduction of self-documenting workflow scripts to automate recurring processes or fragments thereof.This standardised approach,with FAIR Digital Objects as anchors,will be a significant milestone in the transition to FAIR data without adding additional load onto the researchers who stand to benefit most from it.This paper describes the CWFR approach and the activities of the CWFR initiative over the course of the last year or so,highlights several projects that hold promise for the CWFR approaches,including Galaxy,Jupyter Notebook,and RO Crate,and concludes with an assessment of the state of the field and the challenges ahead.
出处 《Data Intelligence》 EI 2022年第2期286-305,共20页 数据智能(英文)
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  • 1Keith Jeffery,Peter Wittenburg,Larry Lannom,George Strawn,Claudia Biniossek,Dirk Betz,Christophe Blanchi.Not Ready for Convergence in Data Infrastructures[J].Data Intelligence,2021,3(1):116-135. 被引量:7
  • 2Barend Mons,Erik Schultes,Fenghong Liu,Annika Jacobsen.The FAIR Principles:First Generation Implementation Choices and Challenges[J].Data Intelligence,2020,2(1):1-9. 被引量:4
  • 3Annika Jacobsen,Ricardo de Miranda Azevedo,Nick Juty,Dominique Batista,Simon Coles,Ronald Cornet,Melanie Courtot,Merce Crosas,Michel Dumontier,Chris T.Evelo,Carole Goble,Giancarlo Guizzardi,Karsten Kryger Hansen,Ali Hasnain,Kristina Hettne,Jaap Heringa,Rob W.W.Hooft,Melanie Imming,Keith G.Jeffery,Rajaram Kaliyaperumal,Martijn GKersloot,Christine R.Kirkpatrick,Tobias Kuhn,Ignasi Labastida,Barbara Magagna,PeterMcQuilton,Natalie Meyers,Annalisa Montesanti,Mirjam van Reisen,Philippe Rocca-Serra,Robert Pergl,Susanna-Assunta Sansone,Luiz Olavo Bonino da Silva Santos,Juliane Schneider,George Strawn,Mark Thompson,Andra Waagmeester,Tobias Weigel,Mark D.Wilkinson,Egon L.Willighagen,Peter Wittenburg,Marco Roos,Barend Mons,Erik Schultes.FAIR Principles:Interpretations and Implementation Considerations[J].Data Intelligence,2020,2(1):10-29. 被引量:29

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