@article {1489917,
	title = {FAIRshake: Toolkit to Evaluate the FAIRness of Research Digital Resources},
	journal = {Cell Syst},
	volume = {9},
	number = {5},
	year = {2019},
	month = {2019 Nov 27},
	pages = {417-421},
	abstract = {As more digital resources are produced by the research community, it is becoming increasingly important to harmonize and organize them for synergistic utilization. The findable, accessible, interoperable, and reusable (FAIR) guiding principles have prompted many stakeholders to consider strategies for tackling this challenge. The FAIRshake toolkit was developed to enable the establishment of community-driven FAIR metrics and rubrics paired with manual and automated FAIR assessments. FAIR assessments are visualized as an insignia that can be embedded within digital-resources-hosting websites. Using FAIRshake, a variety of biomedical digital resources were manually and automatically evaluated for their level of FAIRness.},
	issn = {2405-4720},
	doi = {10.1016/j.cels.2019.09.011},
	author = {Clarke, Daniel J B and Wang, Lily and Jones, Alex and Wojciechowicz, Megan L and Torre, Denis and Jagodnik, Kathleen M and Jenkins, Sherry L and McQuilton, Peter and Flamholz, Zachary and Silverstein, Moshe C and Schilder, Brian M and Robasky, Kimberly and Castillo, Claris and Idaszak, Ray and Ahalt, Stanley C and Williams, Jason and Schurer, Stephan and Cooper, Daniel J and de Miranda Azevedo, Ricardo and Klenk, Juergen A and Haendel, Melissa A and Nedzel, Jared and Avillach, Paul and Shimoyama, Mary E and Harris, Rayna M and Gamble, Meredith and Poten, Rudy and Charbonneau, Amanda L and Larkin, Jennie and Brown, C Titus and Bonazzi, Vivien R and Dumontier, Michel J and Susanna-Assunta Sansone and Ma{\textquoteright}ayan, Avi}
}
