{"doi":"10.1101/225490","title":"A design framework and exemplar metrics for FAIRness","abstract":"“FAIRness” - the degree to which a digital resource is Findable, Accessible, Interoperable, and Reusable - is aspirational, yet the means of reaching it may be defined by increased adherence to measurable indicators. We report on the production of a core set of semi-quantitative metrics having universal applicability for the evaluation of FAIRness, and a rubric within which additional metrics can be generated by the community. This effort is the output from a stakeholder-representative group, founded by a core of FAIR principles’ co-authors and drivers. We now seek input from the community to more broadly discuss their merit.","journal":"bioRxiv (Cold Spring Harbor Laboratory)","year":2017,"id":6596,"datarank":4.2107466298434915,"base_score":3.9889840465642745,"endowment":3.9889840465642745,"self_citation_contribution":0.5983476069846413,"citation_network_contribution":3.61239902285885,"self_endowment_contribution":0.5983476069846413,"citer_contribution":3.61239902285885,"corpus_percentile":null,"corpus_rank":null,"citation_count":53,"citer_count":50,"citers_with_citation_signal":35,"citers_with_endowment":35,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.1039,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2017-11-27","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":290,"name":"Susanna‐Assunta Sansone","orcid":"0000-0001-5306-5690","position":1,"is_corresponding":false},{"id":105,"name":"Erik Anthony Schultes","orcid":"0000-0001-8888-635X","position":2,"is_corresponding":false},{"id":60730,"name":"Peter Doorn","orcid":"0000-0002-8246-6757","position":3,"is_corresponding":false},{"id":7089,"name":"Luiz Olavo Bonino da Silva Santos","orcid":"0000-0002-1164-1351","position":4,"is_corresponding":false},{"id":74,"name":"Michel J. Dumontier","orcid":"0000-0003-4727-9435","position":5,"is_corresponding":false},{"id":606,"name":"Mark D D. Wilkinson","orcid":"0000-0001-6960-357X","position":0,"is_corresponding":true}],"reference_count":7,"raw_metadata":{"citation_network_status":"fetched"},"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":[]}