cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18104974
title: Global Institutional Responses to Generative AI in Higher Education

description: Dataset overview.This dataset documents institutional responses to Generative AI (GenAI) in higher education, with a focus on assessment-related governance and policy architecture. It contains structured codes extracted from publicly available, official institutional documents (e.g., policy PDFs, webpages/FAQ, academic integrity hubs). The dataset supports analyses of how institutions articulate rules for GenAI use in assessment, disclosure expectations, evidence/process requirements, detector positioning, and broader governance coverage (privacy, IP/copyright, tool/vendor approval, training/support, and review/update mechanisms).

Coverage.





Units of analysis: 40 higher-education institutions




Regional sampling: 5 regions (coded C1–C5), 8 institutions per region (balanced)




Source type: official URLs to the institutional document(s) used for coding



File structure (Excel).The dataset is provided as an Excel workbook (data.xlsx) with two sheets:





Sheet1 — Document-level metadata + full field coding (24 columns).Includes region, country, institution, document title/type, issuing authority, year/last updated (as stated), architecture class & depth, assessment model, default stance on AI use, disclosure rules, process-evidence requirements, detector positioning, governance coverage score, five governance components (binary), official links, and short notes quoting explicit evidence.




Sheet2 — Compact coded table for analysis (19 columns).A cleaned/condensed view of key analytic variables used for statistical summaries and visualization:







ArC (architecture class; categorical)




ArD (architecture depth; 0–3)




AsM (assessment model; categorical)




DeS (default stance; categorical)




DiR (disclosure rule; categorical)




PrE (process-evidence requirement; categorical)




DeP (detector positioning; categorical)




NRu (normative rules explicitly stated; Y/N)




EMe (implementation/enforcement mentioned; Y/N)




PrM, IcA, VeA, TrS, ReM (governance components; Y/N)




GcS (governance coverage score; 0–5)




AsR (assessment regime label; A–E), a categorical summary used for grouping institutional stances.



Key distributions (Sheet2).





GcS (0–5): 0(2), 1(7), 2(8), 3(10), 4(10), 5(3) — n = 40




AsR (A–E): A(6), B(13), C(7), D(9), E(5) — n = 40



Reuse notes/limitations.This dataset represents a time-stamped snapshot of institutional documents; policies may change after data collection. “Year issued/last updated” is recorded as stated on the source and may be missing or qualitative in some cases. Coding is based on explicit textual evidence from the official document(s) linked in the dataset.

Related publication.Global Institutional Responses to Generative AI in Higher Education (manuscript uses this dataset).
DOI: 10.15468/dl.ksk8xf
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Agriotes litigiosus"
 ]
}

 The dataset includes 235 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069666-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbh54y
title: Occurrence Download

description: A dataset containing 342107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 342107 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069661-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j278dd
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Agriotes proximus"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069667-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7dy4w
title: Occurrence Download

description: A dataset containing 7080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Agriotes pallidulus"
 ]
}

 The dataset includes 7080 records from 223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069669-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30899360
title: Expert evaluations of LLM responses on clinical questions

description: Real clinicians with years of services of post qualification over 10 years were invited to act as expert evaluators in their respective specialties on model responses (answers) generated by LLMs for the real clinical questions submitted to them.Each clinical expert on the evaluator panel independently rated each LLM response based on the following physician-equivalence scale based on the Chinese medical training system: 0, no knowledge; 0.5-1.5, general knowledge; 2-3.5, fresh medical graduate; 4-5.5, junior medical resident (&lt;3 years after graduation); 6-6.5, senior medical resident, fellow, or physician (3-6 years after graduation); 7-8, associate consultant or associate specialist (6-10 years after graduation); 8.5-9, consultants (&gt;10 years after graduation); and \geq9.5, leading experts. A mapping of the physician career stages in different medical training systems is provided in Supplementary Methods.The json file contains 685 questions (each with 8-letter IDs), each with 7 responses (with 6 letter IDs and model suffices). Each model response in term has between 1 and 3 evaluation results, each with these four keys: "user", "strength", "hallucination", "halluText"; corresponding to the evaluator ID, plausibility score (0-10) received, hallucination score (0-5) received, and the contents of the hallucination allegations.<b>Figure2.modelCoefficients</b> contains fitted coefficients used in plotting Figure 2A, 2B, and 2C.<b>hallu-sept-4-2025.xlsx</b> contains the 40 alleged hallucinations.<br>
DOI: 10.6084/m9.figshare.30899360.v3
title: Expert evaluations of LLM responses on clinical questions

description: Real clinicians with years of services of post qualification over 10 years were invited to act as expert evaluators in their respective specialties on model responses (answers) generated by LLMs for the real clinical questions submitted to them.Each clinical expert on the evaluator panel independently rated each LLM response based on the following physician-equivalence scale based on the Chinese medical training system: 0, no knowledge; 0.5-1.5, general knowledge; 2-3.5, fresh medical graduate; 4-5.5, junior medical resident (&lt;3 years after graduation); 6-6.5, senior medical resident, fellow, or physician (3-6 years after graduation); 7-8, associate consultant or associate specialist (6-10 years after graduation); 8.5-9, consultants (&gt;10 years after graduation); and \geq9.5, leading experts. A mapping of the physician career stages in different medical training systems is provided in Supplementary Methods.The json file contains 685 questions (each with 8-letter IDs), each with 7 responses (with 6 letter IDs and model suffices). Each model response in term has between 1 and 3 evaluation results, each with these four keys: "user", "strength", "hallucination", "halluText"; corresponding to the evaluator ID, plausibility score (0-10) received, hallucination score (0-5) received, and the contents of the hallucination allegations.<b>Figure2.modelCoefficients</b> contains fitted coefficients used in plotting Figure 2A, 2B, and 2C.<b>hallu-sept-4-2025.xlsx</b> contains the 40 alleged hallucinations.<br>
DOI: 10.6084/m9.figshare.30899360.v4
title: Expert evaluations of LLM responses on clinical questions

description: Real clinicians with years of services of post qualification over 10 years were invited to act as expert evaluators in their respective specialties on model responses (answers) generated by LLMs for the real clinical questions submitted to them.Each clinical expert on the evaluator panel independently rated each LLM response based on the following physician-equivalence scale based on the Chinese medical training system: 0, no knowledge; 0.5-1.5, general knowledge; 2-3.5, fresh medical graduate; 4-5.5, junior medical resident (&lt;3 years after graduation); 6-6.5, senior medical resident, fellow, or physician (3-6 years after graduation); 7-8, associate consultant or associate specialist (6-10 years after graduation); 8.5-9, consultants (&gt;10 years after graduation); and \geq9.5, leading experts. A mapping of the physician career stages in different medical training systems is provided in Supplementary Methods.The json file contains 685 questions (each with 8-letter IDs), each with 7 responses (with 6 letter IDs and model suffices). Each model response in term has between 1 and 3 evaluation results, each with these four keys: "user", "strength", "hallucination", "halluText"; corresponding to the evaluator ID, plausibility score (0-10) received, hallucination score (0-5) received, and the contents of the hallucination allegations.<b>Figure2.modelCoefficients</b> contains fitted coefficients used in plotting Figure 2A, 2B, and 2C.<b>hallu-sept-4-2025.xlsx</b> contains the 40 alleged hallucinations.<br>
DOI: 10.17909/knyj-gn43
title: data for paper"On the Interstellar Extinction Curve toward HD 93222, A Sightline with an Exceedingly Narrow 2175 A Extinction Bump"
DOI: 10.15468/dl.kba8ws
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Agriotes rufipalpis"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069671-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17104418
title: Phenotypic and genotypic data of Staphylococcus aureus nasal strains isolated from students of the Pomeranian Medical University in Szczecin, Poland

description: This dataset contains phenotypic and genotypic data of Staphylococcus aureus nasal strains isolated from students of the Pomeranian Medical University in Szczecin, Poland. Each record includes strain metadata (field and year of study, sex), results of antimicrobial susceptibility testing for multiple antibiotics, and resistance phenotypes. The dataset also provides information on the presence or absence of virulence-associated genes, including staphylococcal enterotoxins (particularly those encoded within the egc cluster), as well as exfoliative toxins, hemolysins, toxic shock syndrome toxin, Panton-Valentine leukocidin, and accessory gene regulator (agr). In addition, PFGE profiles are included to assess the genetic relatedness of the isolates.
DOI: 10.5281/zenodo.18104961
title: Phenotypic and genotypic data of Staphylococcus aureus nasal strains isolated from students of the Pomeranian Medical University in Szczecin, Poland

description: This dataset contains phenotypic and genotypic data of Staphylococcus aureus nasal strains isolated from students of the Pomeranian Medical University in Szczecin, Poland. Each record includes strain metadata (field and year of study, sex), results of antimicrobial susceptibility testing for multiple antibiotics, and resistance phenotypes. The dataset also provides information on the presence or absence of virulence-associated genes, including staphylococcal enterotoxins (particularly those encoded within the egc cluster), as well as exfoliative toxins, hemolysins, toxic shock syndrome toxin, Panton-Valentine leukocidin, and accessory gene regulator (agr). In addition, PFGE profiles are included to assess the genetic relatedness of the isolates.
DOI: 10.15468/dl.zd67w8
title: Occurrence Download

description: A dataset containing 4469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Agriotes acuminatus"
 ]
}

 The dataset includes 4469 records from 213 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069672-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kk6f6
title: Occurrence Download

description: A dataset containing 14156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Myotis septentrionalis, Myotis sibiricus, Myotis sicarius, Myotis siligorensis, Myotis simus, Myotis sodalis, Myotis soror, Myotis sowerbyi, Myotis stalkeri, Myotis thysanodes, Myotis tricolor, Myotis tschuliensis, Myotis velifer, Myotis vivesi, Myotis volans, Myotis weberi, Myotis welwitschii, Myotis yanbarensis, Myotis yumanensis, Myotis zenatius)",
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "BasisOfRecord is one of (Specimen, Material sample, Human Observation)"
 ]
}

 The dataset includes 14156 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069674-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14351844
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34740/kaggle/dsv/14351854
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.5281/zenodo.18105047
title: OSL_to_TP result sent.csv

description: Survey Data Set of Quantitative Research the impact of Orange Servant Leadership to Task Performance
DOI: 10.5281/zenodo.18105048
title: OSL_to_TP result sent.csv

description: Survey Data Set of Quantitative Research the impact of Orange Servant Leadership to Task Performance
DOI: 10.5281/zenodo.18105116
title: Expanding the Boundaries of Athletic Performance: Sports Vision Training (SVT) to Unlock the Perceptual-Cognitive Edge Through Enhanced Information Processing
DOI: 10.5281/zenodo.18105115
title: Expanding the Boundaries of Athletic Performance: Sports Vision Training (SVT) to Unlock the Perceptual-Cognitive Edge Through Enhanced Information Processing
DOI: 10.6084/m9.figshare.27329727.v1
title: MALE CROSSOVER IN MEIOTIC RESEARCH

description: This is the first study to investigate the relationship between meiotic crossover rates and sperm motility by sequencing single sperm cells from males with normal fertility and those with asthenospermia, a condition marked by reduced motility and fertility. We found a significant association between lower meiotic crossover rates and impaired sperm motility. For the first time, this meiotic phenotype is linked to a pathological condition affecting male fertility, providing new insights into the biological basis of infertility.
DOI: 10.15468/dl.thw5pd
title: Occurrence Download

description: A dataset containing 11220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.6.19_1",
 "Year 2000-2024"
 ]
}

 The dataset includes 11220 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069675-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnn6hp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acipenser sinensis)",
 "HasCoordinate is true",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069676-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5f3n8
title: Occurrence Download

description: A dataset containing 1040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Syntrichia caninervis"
 ]
}

 The dataset includes 1040 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069677-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pa67r
title: Occurrence Download

description: A dataset containing 266264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Myotis myotis, Myotis mystacinus, Myotis nattereri, Myotis nesopolus, Myotis nigricans, Myotis nimbaensis, Myotis nipalensis, Myotis nyctor, Myotis occultus, Myotis oxyotus, Myotis pampa, Myotis peninsularis, Myotis pequinius, Myotis petax, Myotis peytoni, Myotis phanluongi, Myotis pilosatibialis, Myotis pilosus, Myotis planiceps, Myotis pruinosus, Myotis punicus, Myotis ridleyi, Myotis riparius, Myotis rosseti, Myotis ruber, Myotis rufoniger, Myotis rufopictus, Myotis schaubi, Myotis scotti, Myotis secundus)",
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "BasisOfRecord is one of (Specimen, Material sample, Human Observation)"
 ]
}

 The dataset includes 266264 records from 2159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069673-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b7kxr
title: Occurrence Download

description: A dataset containing 243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Brachystegia Benth.",
 "Year 1045-2025"
 ]
}

 The dataset includes 243 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069849-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.klzxve
title: Occurrence Download

description: A dataset containing 609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus oocarpa Schiede ex Schltdl.",
 "Country is Mexico"
 ]
}

 The dataset includes 609 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006321-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dvdwt
title: Occurrence Download

description: A dataset containing 34710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranunculus polyanthemos L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 34710 records from 285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005399-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyrjcn
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "CatalogNumber" : [
 "is 217880"
 ]
}

 The dataset includes 110 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108616-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6d3ok
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elaphoglossum eximium (Mett.) Christ",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 325 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006321-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbnj3y
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aponogeton womersleyi H.Bruggen"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011420-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpsv4s
title: Occurrence Download

description: A dataset containing 3526419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 {
 "or" : [
 "Country is Colombia",
 "Country is Brazil",
 "Country is Suriname",
 "Country is Guyana",
 "Country is Argentina",
 "Country is Ecuador",
 "Country is Peru",
 "Country is Bolivia (Plurinational State of)",
 "Country is Paraguay",
 "Country is Chile"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2020"
 ]
}

 The dataset includes 3526419 records from 1107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108580-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugkjqx
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acizzia uncatoides (Ferris & Klyver, 1932))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 234 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041654-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vezpkd
title: Occurrence Download

description: A dataset containing 4950 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iguana iguana (Linnaeus, 1758)"
 ]
}

 The dataset includes 4950 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006322-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxx2ma
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriospermum zeylanicum",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051702-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.