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We propose a scalable, automatable framework to evaluate digital resources that encompasses measurable indicators, open source tools, and participation guidelines, which come together to accommodate domain relevant community-defined FAIR assessments. The components of the framework are: (1) Maturity Indicators - community-authored specifications that delimit a specific automatically-measurable FAIR behavior; (2) Compliance Tests - small Web apps that test digital resources against individual Maturity Indicators; and (3) the Evaluator, a Web application that registers, assembles, and applies community-relevant sets of Compliance Tests against a digital resource, and provides a detailed report about what a machine \\textquotedblleftsees\\textquotedblright when it visits that resource. We discuss the technical and social considerations of FAIR assessments, and how this translates to our community-driven infrastructure. We then illustrate how the output of the Evaluator tool can serve as a roadmap to assist data stewards to incrementally and realistically improve the FAIRness of their resources.","bibtype":"article","author":"Wilkinson, Mark D and Dumontier, Michel and Sansone, Susanna-Assunta and da Silva Santos, Luiz Olavo Bonino and Prieto, Mario and Batista, Dominique and McQuilton, Peter and Kuhn, Tobias and Rocca-Serra, Philippe and Crosas, Mercè and Schultes, Erik","doi":"10.1101/649202","journal":"bioRxiv","bibtex":"@article{\n title = {Evaluating FAIR Maturity Through a Scalable, Automated, Community-Governed Framework},\n type = {article},\n year = {2019},\n websites = {https://www.biorxiv.org/content/early/2019/05/28/649202},\n publisher = {Cold Spring Harbor Laboratory},\n id = {eb8c11c4-3bc8-3dcc-ac4d-fbf3fcf87f10},\n created = {2019-09-06T09:36:15.372Z},\n file_attached = {false},\n profile_id = {17c87d5d-2470-32d7-b273-0734a1d9195f},\n last_modified = {2019-09-06T09:36:15.372Z},\n read = {false},\n starred = {false},\n authored = {true},\n confirmed = {true},\n hidden = {false},\n citation_key = {Wilkinson649202},\n source_type = {article},\n private_publication = {false},\n abstract = {Transparent evaluations of FAIRness are increasingly required by a wide range of stakeholders, from scientists to publishers, funding agencies and policy makers. We propose a scalable, automatable framework to evaluate digital resources that encompasses measurable indicators, open source tools, and participation guidelines, which come together to accommodate domain relevant community-defined FAIR assessments. The components of the framework are: (1) Maturity Indicators - community-authored specifications that delimit a specific automatically-measurable FAIR behavior; (2) Compliance Tests - small Web apps that test digital resources against individual Maturity Indicators; and (3) the Evaluator, a Web application that registers, assembles, and applies community-relevant sets of Compliance Tests against a digital resource, and provides a detailed report about what a machine \\textquotedblleftsees\\textquotedblright when it visits that resource. We discuss the technical and social considerations of FAIR assessments, and how this translates to our community-driven infrastructure. We then illustrate how the output of the Evaluator tool can serve as a roadmap to assist data stewards to incrementally and realistically improve the FAIRness of their resources.},\n bibtype = {article},\n author = {Wilkinson, Mark D and Dumontier, Michel and Sansone, Susanna-Assunta and da Silva Santos, Luiz Olavo Bonino and Prieto, Mario and Batista, Dominique and McQuilton, Peter and Kuhn, Tobias and Rocca-Serra, Philippe and Crosas, Mercè and Schultes, Erik},\n doi = {10.1101/649202},\n journal = {bioRxiv}\n}","author_short":["Wilkinson, M., D.","Dumontier, M.","Sansone, S.","da Silva Santos, L., O., B.","Prieto, M.","Batista, D.","McQuilton, P.","Kuhn, T.","Rocca-Serra, P.","Crosas, M.","Schultes, E."],"urls":{"Website":"https://www.biorxiv.org/content/early/2019/05/28/649202"},"biburl":"https://bibbase.org/service/mendeley/17c87d5d-2470-32d7-b273-0734a1d9195f","bibbaseid":"wilkinson-dumontier-sansone-dasilvasantos-prieto-batista-mcquilton-kuhn-etal-evaluatingfairmaturitythroughascalableautomatedcommunitygovernedframework-2019","role":"author","metadata":{"authorlinks":{"wilkinson, m":"https://bibbase.org/service/mendeley/17c87d5d-2470-32d7-b273-0734a1d9195f"}},"downloads":4},"bibtype":"article","creationDate":"2019-09-06T09:38:32.391Z","downloads":4,"keywords":[],"search_terms":["evaluating","fair","maturity","through","scalable","automated","community","governed","framework","wilkinson","dumontier","sansone","da silva santos","prieto","batista","mcquilton","kuhn","rocca-serra","crosas","schultes"],"title":"Evaluating FAIR Maturity Through a Scalable, Automated, Community-Governed Framework","year":2019,"biburl":"https://bibbase.org/service/mendeley/17c87d5d-2470-32d7-b273-0734a1d9195f","dataSources":["u3DebWvhQaEque62E","ya2CyA73rpZseyrZ8","2252seNhipfTmjEBQ"]}