{"doi":"10.5281/zenodo.8185065","title":"To Preprint or Not to Preprint: A Global Researcher Survey","abstract":"This data set contains the results of a survey about researchers’ adoption of and attitudes toward preprinting. The survey respondents are authors of journal articles published in 2021 and early 2022 and indexed in the Web of Science database. The questions in the survey are grouped into three sections: adoption of preprinting, attitudes toward preprinting, and demographic questions. The Word document contains the survey form. The Excel spreadsheet contains the raw survey data. Free-text responses are not included in the spreadsheet because they may reveal sensitive information. For more information about this data set, please see the paper \"To Preprint or Not to Preprint: A Global Researcher Survey\" by Rong Ni and Ludo Waltman. This paper will be published soon.","journal":null,"year":2023,"id":1358,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":0.0,"corpus_rank":765,"citation_count":0,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":true,"is_dataset_confidence":0.9062,"is_oa":true,"file_count":3,"downloads":529,"has_version_chain":false,"published_date":"2023-07-24","fair_score":34.5833,"fair_percentile":16.402814423922603,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":236,"name":"Ludo Waltman","orcid":"0000-0001-8249-1752","position":1,"is_corresponding":false},{"id":16632,"name":"Rong Ni","orcid":"0000-0003-2455-4545","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":"cc-by","views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":42.0,"fair_a":58.0,"fair_i":5.0,"fair_r":33.3333,"fair_zscore":-0.9614,"fair_rationale":{"fair_score":34.58,"has_llm":true,"dimensions":{"F":{"name":"Findable","score":42.0,"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":0.5,"signal":null,"rationale":"The text provides basic human-readable metadata (e.g., title, authors, brief description) but no machine-readable rich metadata standards (e.g., structured JSON-LD, schema.org) are mentioned."}]},"A":{"name":"Accessible","score":58.0,"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":0.5,"signal":null,"rationale":"The paper states the data are available in a repository (Zenodo) with a DOI, but no explicit access protocol (e.g., authentication, API, or license for access) is described."}]},"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":"The text indicates use of Word and Excel formats without specifying standard vocabularies, controlled terms, or persistent identifiers for variables, and only states free-text responses are removed."}]},"R":{"name":"Reusable","score":33.33,"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=529","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":"There is a brief data-availability statement referencing the underlying paper but no explicit reuse license, provenance details, or formal reproducibility instructions (e.g., codebook, analysis scripts)."}]}},"suggestions":["Add machine-readable metadata (e.g., DataCite XML, schema.org) to the repository record for better findability.","Specify a clear access protocol (e.g., open access without authentication, or a data-use agreement) and include a license (e.g., CC-BY 4.0) in the dataset.","Use standard vocabularies (e.g., DDI for survey data) and provide persistent identifiers for variables to improve interoperability.","Include a detailed codebook, analysis scripts, and a formal reproducibility statement to enhance reusability.","Consider releasing an anonymized version of free-text responses (if possible) to increase data completeness while preserving privacy."],"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":"2026-06-18T06:46:34.038376Z","clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}