{"doi":"10.1038/s41597-023-02167-2","title":"FAIR in action - a flexible framework to guide FAIRification","abstract":"The COVID-19 pandemic has highlighted the need for FAIR (Findable, Accessible, Interoperable, and Reusable) data more than any other scientific challenge to date. We developed a flexible, multi-level, domain-agnostic FAIRification framework, providing practical guidance to improve the FAIRness for both existing and future clinical and molecular datasets. We validated the framework in collaboration with several major public-private partnership projects, demonstrating and delivering improvements across all aspects of FAIR and across a variety of datasets and their contexts. We therefore managed to establish the reproducibility and far-reaching applicability of our approach to FAIRification tasks.","journal":"Scientific Data","year":2023,"id":3408,"datarank":0.5333022092234121,"base_score":3.5553480614894135,"endowment":3.5553480614894135,"self_citation_contribution":0.5333022092234121,"citation_network_contribution":0.0,"self_endowment_contribution":0.5333022092234121,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":34,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.0537,"is_oa":true,"file_count":0,"downloads":43,"has_version_chain":false,"published_date":"2023-05-19","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":2497,"name":"Nick Juty","orcid":"0000-0002-2036-8350","position":1,"is_corresponding":false},{"id":289,"name":"Rocca-Serra, Philippe","orcid":"0000-0001-9853-5668","position":2,"is_corresponding":false},{"id":2535,"name":"Fuqi Xu","orcid":"0000-0002-5923-3859","position":3,"is_corresponding":false},{"id":2489,"name":"David Henderson","orcid":"0000-0002-6433-200X","position":4,"is_corresponding":false},{"id":2482,"name":"Wei Gu","orcid":"0000-0003-3951-6680","position":5,"is_corresponding":false},{"id":592,"name":"Kees van Bochove","orcid":"0000-0002-8589-0609","position":6,"is_corresponding":false},{"id":2488,"name":"Robert T. Giessmann","orcid":"0000-0002-0254-1500","position":7,"is_corresponding":false},{"id":2490,"name":"Ibrahim Emam","orcid":"0000-0002-7561-2787","position":8,"is_corresponding":false},{"id":2491,"name":"Yojana Gadiya","orcid":"0000-0002-7683-0452","position":9,"is_corresponding":false},{"id":2484,"name":"Tooba Abbassi-Daloii","orcid":"0000-0002-4904-3269","position":10,"is_corresponding":false},{"id":34772,"name":"Ebtisam Alharbi","orcid":"0000-0002-3887-3857","position":11,"is_corresponding":false},{"id":2495,"name":"Alasdair J. G. Gray","orcid":"0000-0002-5711-4872","position":12,"is_corresponding":false},{"id":2538,"name":"Mélanie Courtot","orcid":"0000-0002-9551-6370","position":13,"is_corresponding":false},{"id":2496,"name":"Philip Gribbon","orcid":"0000-0001-7655-2459","position":14,"is_corresponding":false},{"id":2483,"name":"Vassilios Ioannidis","orcid":"0000-0002-4209-2578","position":15,"is_corresponding":false},{"id":2503,"name":"Dorothy S. Reilly","orcid":"0000-0002-6677-3132","position":16,"is_corresponding":false},{"id":35902,"name":"Nick Lynch","orcid":"0000-0002-8997-5298","position":17,"is_corresponding":false},{"id":18994,"name":"Jan-Willem Boiten","orcid":"0000-0003-0327-638X","position":18,"is_corresponding":false},{"id":35903,"name":"Venkata Satagopam","orcid":"0000-0002-6532-5880","position":19,"is_corresponding":false},{"id":2830,"name":"Carole Goble","orcid":"0000-0003-1219-2137","position":20,"is_corresponding":false},{"id":290,"name":"Susanna‐Assunta Sansone","orcid":"0000-0001-5306-5690","position":21,"is_corresponding":false},{"id":2487,"name":"Tony Burdett","orcid":"0000-0002-2513-5396","position":22,"is_corresponding":false},{"id":2498,"name":"Danielle Welter","orcid":"0000-0003-1058-2668","position":0,"is_corresponding":true}],"reference_count":22,"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":[]}