{"doi":"10.5281/zenodo.8183559","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":9452,"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":"2023-07-22","fair_score":33.3333,"fair_percentile":15.03957783641161,"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":37.0,"fair_a":58.0,"fair_i":5.0,"fair_r":33.3333,"fair_zscore":-1.0744,"fair_rationale":{"fair_score":33.33,"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":"The dataset is described in a plain text document with no mention of machine-readable metadata like structured schemas or persistent identifiers beyond the DOI."}]},"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 dataset is accessible via a DOI (10.5281/zenodo.8183559) but the access protocol is not explicitly described; free-text responses are omitted for privacy, which limits full access."}]},"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 survey uses a Word document and Excel spreadsheet, but no standard vocabularies, formats, or identifiers are mentioned; free-text responses are excluded without specifying a controlled vocabulary."}]},"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":"A data-availability statement is implied by the DOI, but no explicit license is stated, and reproducibility is limited because free-text responses are omitted and the paper is not yet published."}]}},"suggestions":["Add structured metadata (e.g., schema.org or DataCite) to the dataset description for machine readability.","Specify the access protocol (e.g., open access via Zenodo) and include a clear statement on data access conditions.","Use standard formats like CSV for the spreadsheet and define controlled vocabularies for survey responses to enhance interoperability.","Include a license (e.g., CC-BY) in the dataset description and provide a reproducibility statement for the survey methodology.","Publish the full survey form and a codebook for free-text responses to improve reusability."],"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":"2026-06-18T06:44:26.275853Z","clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}