{"doi":"10.1038/sdata.2018.27","title":"High-quality science requires high-quality open data infrastructure","abstract":"Resources for data management, discovery and (re)use are numerous and diverse, and more specifically we need data resources that enable the FAIR principles<sup>1</sup> of Findability, Accessibility, Interoperability and Reusability of data.","journal":"Scientific 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Thorley","orcid":"0000-0002-7286-6650","position":2,"is_corresponding":false},{"id":290,"name":"Susanna‐Assunta Sansone","orcid":"0000-0001-5306-5690","position":0,"is_corresponding":true}],"reference_count":7,"raw_metadata":{"citation_network_status":"fetched"},"created_at":"2026-03-01T18:20:47.508186Z","pmid":"29485623","pmcid":"PMC5827691","fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":"gold","license":"cc-by","views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":52.5,"fair_a":42.5,"fair_i":12.5,"fair_r":25.0,"fair_zscore":-1.122,"fair_rationale":{"fair_score":33.12,"has_llm":true,"dimensions":{"F":{"name":"Findable","score":52.5,"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":1.0,"signal":"datacite=0, pmcid=True, pmid=True","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":"The paper discusses metadata in general terms (e.g., FAIRsharing provides 'source information on metadata'), but does not describe or provide any machine-readable metadata for the paper itself or the cited resources."}]},"A":{"name":"Accessible","score":42.5,"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":0.25,"signal":null,"rationale":"The paper mentions that resources should be 'accessible' and links to specific repositories (e.g., ImmPort, NeuroMorpho.Org), but it does not specify the actual access protocols (e.g., API, download, authentication) for accessing the data or code."}]},"I":{"name":"Interoperable","score":12.5,"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":"The paper references 'standards' and 'interoperable and accessible' data, and mentions FAIRsharing linking standards, but does not specify the standard formats, vocabularies, or identifiers used by the paper itself."}]},"R":{"name":"Reusable","score":25.0,"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":0.0,"signal":"downloads=0","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":0.333,"signal":null,"rationale":"The paper includes a Creative Commons Attribution 4.0 license, which supports reuse, and discusses data reuse and FAIR principles, but it lacks a specific data-availability statement and does not provide details on reproducibility."}]}},"suggestions":["Add a structured metadata block (e.g., in JSON-LD or RDF) with machine-readable descriptions of the paper's topic, keywords, and linked resources.","Specify explicit access protocols for any underlying data or code (e.g., 'available via FTP at [URL]' or 'accessible via REST API at [URL]').","List the specific standard formats and vocabularies used (e.g., CSV with Dublin Core terms, or OWL for ontologies) and reference their PIDs.","Include a clear data-availability statement that details which datasets are available, where, and under what conditions.","Describe the steps needed to reproduce the analyses or conclusions (e.g., software versions, parameters) and provide a link to a code repository."],"model":"deepseek/deepseek-v4-flash","agent_version":"fair_agent_v2","fulltext_source":"epmc_xml"},"fair_model":"deepseek/deepseek-v4-flash","fair_agent_version":"fair_agent_v2","fair_fulltext_source":"epmc_xml","fair_has_llm":true,"fair_computed_at":"2026-06-18T00:51:30.466074Z","clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}