{"doi":"10.5281/zenodo.6112762","title":"Funding Covid-19 research: Insights from an exploratory analysis using open data infrastructures - Supplementary material","abstract":"This dataset contains supplementary material for the paper 'Funding Covid-19 research: Insights from an exploratory analysis using open data infrastructures' by Alexis-Michel Mugabushaka, Nees Jan van Eck, and Ludo Waltman. supplementary_material_1_dataset.ods: Dataset of Covid-19 publications. supplementary_material_2_sample.ods: Samples of publications used to assess the accuracy of funding data in the different databases. supplementary_material_3_tables_and_figures.ods: Statistics underlying the tables and figures presented in the paper.","journal":null,"year":2022,"id":9559,"datarank":0.10397207708399181,"base_score":0.6931471805599453,"endowment":0.6931471805599453,"self_citation_contribution":0.10397207708399181,"citation_network_contribution":0.0,"self_endowment_contribution":0.10397207708399181,"citer_contribution":0.0,"corpus_percentile":37.91700569568755,"corpus_rank":716,"citation_count":1,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":true,"is_dataset_confidence":0.949,"is_oa":true,"file_count":3,"downloads":179,"has_version_chain":false,"published_date":"2022-02-23","fair_score":29.1667,"fair_percentile":10.29023746701847,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":235,"name":"Nees Jan van Eck","orcid":"0000-0001-8448-4521","position":1,"is_corresponding":false},{"id":236,"name":"Ludo Waltman","orcid":"0000-0001-8249-1752","position":2,"is_corresponding":false},{"id":41896,"name":"Alexis-Michel Mugabushaka","orcid":"0000-0003-4624-568X","position":0,"is_corresponding":false}],"reference_count":0,"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":"green","license":"other-oa","views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":37.0,"fair_a":48.0,"fair_i":5.0,"fair_r":26.6667,"fair_zscore":-1.4513,"fair_rationale":{"fair_score":29.17,"has_llm":true,"dimensions":{"F":{"name":"Findable","score":37.0,"criteria":[{"key":"f_has_doi","label":"Has a persistent DOI","kind":"deterministic","weight":1.0,"fraction":1.0,"signal":"DOI present","rationale":null},{"key":"f_repository_presence","label":"Indexed in repositories / literature DBs","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"datacite=0, pmcid=False, pmid=False","rationale":null},{"key":"f_persistent_ids","label":"Resolvable scholarly identifiers (OpenAlex)","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"no OpenAlex id","rationale":null},{"key":"f_metadata_richness","label":"Rich, machine-readable metadata","kind":"llm","weight":1.0,"fraction":0.25,"signal":null,"rationale":"Only file names and brief human-readable descriptions are provided, with no structured metadata or schema."}]},"A":{"name":"Accessible","score":48.0,"criteria":[{"key":"a_open_access","label":"Open Access / files deposited","kind":"deterministic","weight":1.5,"fraction":1.0,"signal":"Open Access","rationale":null},{"key":"a_retrievable","label":"Free full text retrievable","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"0 OA location(s)","rationale":null},{"key":"a_access_protocol","label":"Clear data/code access protocol","kind":"llm","weight":1.0,"fraction":0.0,"signal":null,"rationale":"No access protocol is described; the text does not specify how to retrieve the data beyond the Zenodo DOI implied by the paper title."}]},"I":{"name":"Interoperable","score":5.0,"criteria":[{"key":"i_linked_data","label":"Linked datasets / DataCite relations","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"linked_datasets=0, datacite=0","rationale":null},{"key":"i_standard_ids","label":"References data via standard accessions","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"accessions=0, trials=0","rationale":null},{"key":"i_standards","label":"Standard formats, vocabularies & identifiers","kind":"llm","weight":1.0,"fraction":0.25,"signal":null,"rationale":"Files are in ODS format (an open standard), but no standard vocabularies, ontologies, or persistent identifiers for variables are mentioned."}]},"R":{"name":"Reusable","score":26.67,"criteria":[{"key":"r_license","label":"Clear, open reuse license","kind":"deterministic","weight":1.5,"fraction":0.0,"signal":"no license","rationale":null},{"key":"r_downloads","label":"Demonstrated reuse (downloads)","kind":"deterministic","weight":0.5,"fraction":1.0,"signal":"downloads=179","rationale":null},{"key":"r_version","label":"Versioned / maintained","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"no version chain","rationale":null},{"key":"r_dataset","label":"Classified as a data resource","kind":"deterministic","weight":0.5,"fraction":1.0,"signal":"is_dataset","rationale":null},{"key":"r_reusability","label":"Data-availability statement, license & reproducibility","kind":"llm","weight":2.0,"fraction":0.0,"signal":null,"rationale":"No data-availability statement, license, or reproducibility details are provided in the text."}]}},"suggestions":["Include a machine-readable metadata file (e.g., JSON-LD with DCAT) describing the dataset structure and provenance.","Add a clear license (e.g., Creative Commons Zero) to facilitate reuse.","Provide a codebook or data dictionary using standard terminologies (e.g., MeSH for topics).","Specify a formal data-access protocol (e.g., direct download or API) in the paper.","Include scripts or workflows to ensure reproducibility of the analysis."],"model":"deepseek/deepseek-v4-flash","agent_version":"fair_agent_v2","fulltext_source":"abstract_only"},"fair_model":"deepseek/deepseek-v4-flash","fair_agent_version":"fair_agent_v2","fair_fulltext_source":"abstract_only","fair_has_llm":true,"fair_computed_at":"2026-06-18T04:57:00.616447Z","clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}