{"doi":"10.1101/649202","title":"Evaluating FAIR Maturity Through a Scalable, Automated, Community-Governed Framework","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 “sees” 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.","journal":null,"year":2019,"id":880,"datarank":0.31191623125197543,"base_score":2.0794415416798357,"endowment":2.0794415416798357,"self_citation_contribution":0.31191623125197543,"citation_network_contribution":0.0,"self_endowment_contribution":0.31191623125197543,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":7,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.043,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2019-05-28","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":74,"name":"Michel J. Dumontier","orcid":"0000-0003-4727-9435","position":1,"is_corresponding":false},{"id":290,"name":"Susanna‐Assunta Sansone","orcid":"0000-0001-5306-5690","position":2,"is_corresponding":false},{"id":7089,"name":"Luiz Olavo Bonino da Silva Santos","orcid":"0000-0002-1164-1351","position":3,"is_corresponding":false},{"id":11455,"name":"Mario Prieto Godoy","orcid":"0000-0002-9416-6743","position":4,"is_corresponding":false},{"id":2432,"name":"Dominique Batista","orcid":"0000-0002-2109-489X","position":5,"is_corresponding":false},{"id":4964,"name":"Tobias Kuhn","orcid":"0000-0002-1267-0234","position":7,"is_corresponding":false},{"id":289,"name":"Rocca-Serra, Philippe","orcid":"0000-0001-9853-5668","position":8,"is_corresponding":false},{"id":4022,"name":"Mercè Crosas","orcid":"0000-0003-1304-1939","position":9,"is_corresponding":false},{"id":105,"name":"Erik Anthony Schultes","orcid":"0000-0001-8888-635X","position":10,"is_corresponding":false},{"id":606,"name":"Mark D D. Wilkinson","orcid":"0000-0001-6960-357X","position":0,"is_corresponding":true}],"reference_count":13,"raw_metadata":null,"created_at":"2026-03-01T18:20:47.508186Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}