cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ynrse2
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rutilus frisii (Nordmann, 1840))",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 125 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055241-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zqzqu
title: Occurrence Download

description: A dataset containing 9635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Russula xerampelina (Schaeff.) Fr.)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 9635 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055238-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6mmsg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rutherfordia major (Cockerell, 1894))",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055236-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.byfxra
title: Occurrence Download

description: A dataset containing 21058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rytidosperma caespitosum (Gaudich.) Connor & Edgar)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 21058 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055239-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15692989
title: Table 6. The Final Codebook

description: This codebook guides the systematic coding of qualitative data in the study “The Future of AI in GCC Post-NPM Landscape: A Comparative Analysis of Kuwait and the UAE.” It is structured around Elinor Ostrom’s Institutional Analysis and Development (IAD) framework, disaggregating AI governance into three nested rule tiers—constitutional, collective-choice, and operational. Each tier is cross-referenced with three post-New Public Management (post-NPM) goals: citizen-centricity, collaborative governance, and public value creation. Supplementary codes capture key mechanisms including sanction credibility, resource discipline, narrative framing, and New Public Management (NPM) efficiency metrics. The codebook defines each category, provides typical indicators, and clarifies inclusion and exclusion criteria, enabling consistent tagging of policy documents, interviews, and embedded case data. This structure supports both within-case and cross-case comparisons and facilitates explanation-building through causal process tracing.
DOI: 10.5281/zenodo.15692990
title: Table 6. The Final Codebook

description: This codebook guides the systematic coding of qualitative data in the study “The Future of AI in GCC Post-NPM Landscape: A Comparative Analysis of Kuwait and the UAE.” It is structured around Elinor Ostrom’s Institutional Analysis and Development (IAD) framework, disaggregating AI governance into three nested rule tiers—constitutional, collective-choice, and operational. Each tier is cross-referenced with three post-New Public Management (post-NPM) goals: citizen-centricity, collaborative governance, and public value creation. Supplementary codes capture key mechanisms including sanction credibility, resource discipline, narrative framing, and New Public Management (NPM) efficiency metrics. The codebook defines each category, provides typical indicators, and clarifies inclusion and exclusion criteria, enabling consistent tagging of policy documents, interviews, and embedded case data. This structure supports both within-case and cross-case comparisons and facilitates explanation-building through causal process tracing.
DOI: 10.15468/dl.zpmfxz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rutstroemia coracina (Durieu & Lév.) Dennis)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055244-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ars7s
title: Occurrence Download

description: A dataset containing 584668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Porphyrio porphyrio (Linnaeus, 1758))",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 584668 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055222-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6x9v24
title: Occurrence Download

description: A dataset containing 2091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rytidosperma auriculatum (J.M.Black) Connor & Edgar)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 2091 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055245-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3q73x
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rytidosperma biannulare (Zotov) Connor & Edgar)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 144 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055246-250525065834625/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.29361035
title: [WIE/CBIE 2025] Material Suplementar - Avaliação Automatizada de Redações do ENEM: Um Estudo Comparativo entre Grandes Modelos de Linguagem

description: [WIE/CBIE 2025] Material Suplementar - Avaliação Automatizada de Redações do ENEM: Um Estudo Comparativo entre Grandes Modelos de Linguagem<br><br>
DOI: 10.6084/m9.figshare.29361035.v1
title: [WIE/CBIE 2025] Material Suplementar - Avaliação Automatizada de Redações do ENEM: Um Estudo Comparativo entre Grandes Modelos de Linguagem

description: [WIE/CBIE 2025] Material Suplementar - Avaliação Automatizada de Redações do ENEM: Um Estudo Comparativo entre Grandes Modelos de Linguagem<br><br>
DOI: 10.15468/dl.n3s4g7
title: Occurrence Download

description: A dataset containing 5388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rytidosperma geniculatum (J.M.Black) Connor & Edgar)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 5388 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055252-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g8mkg
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ryssonotus nebulosus (Kirby, 1818))",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 367 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055243-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14862695
title: Additional data - Y665F variant of mouse STAT5b protects against acute kidney injury through transcriptomic shifts in renal gene expression

description: This dataset includes numerical data necessary to recreate graphs and original photographs not included in the manuscript.
DOI: 10.5281/zenodo.15693018
title: Additional data - Y665F variant of mouse STAT5b protects against acute kidney injury through transcriptomic shifts in renal gene expression

description: This dataset includes numerical data necessary to recreate graphs and original photographs not included in the manuscript.
DOI: 10.5281/zenodo.15692900
title: Additional Datasets: Low current and future spotted lanternfly suitability in New York wine-growing regions tempers vineyard risk

description: Additional datasets (for zenodo.org/records/15692201) containing longitude and latitude corrdinates for New York vineyard locations and species occurences (e.g., spotted lanternfly and tree-of-heaven).

In anticipation of the risk to New Yorks grape growing industry, the New York State Department of Agriculture and Markets initiated a statewide spotted lanternfly monitoring effort in 2020 that has since collected over 23,000 observations of both spotted lanternfly and tree-of-heaven.  Observations of tree-of-heaven from the Global Biodiversity Information Facility (GBIF) provide an important additional dataset of distribution across New York State.

=====================================

See R Code Here: SLF Model 2025

This code was implemented using R version 4.4.1 (R Core Team, 2024). We employed a wide range of Comprehensive R Archive Network (CRAN) packages; such as SDMtune (Vignali et al., 2020), flexsdm (Velazco et al., 2022), and blockCV (Valavi et al., 2019). Random Forest classification was used to improve risk assessment (Chen et al., 2021). Default settings in all distribution models were used unless stated otherwise.

A K-fold cross-validation approach with spatial blocks was implemented to minimize spatial autocorrelation and ensure an independent dataset for validation (Soley-Guardia et al., 2024). Model performance was evaluated by generating a confusion matrix; particularly looking at accuracy, sensitivity, specificity, positive prediction value, and negative prediction value. To assess model accuracy, we compared the root mean square error between both the training-testing (RMSE) and validation (CV-RMSE) datasets (Nayak et al., 2022).
DOI: 10.5281/zenodo.15692899
title: Additional Datasets: Low current and future spotted lanternfly suitability in New York wine-growing regions tempers vineyard risk

description: Additional datasets (for zenodo.org/records/15692201) containing longitude and latitude corrdinates for New York vineyard locations and species occurences (e.g., spotted lanternfly and tree-of-heaven).

In anticipation of the risk to New Yorks grape growing industry, the New York State Department of Agriculture and Markets initiated a statewide spotted lanternfly monitoring effort in 2020 that has since collected over 23,000 observations of both spotted lanternfly and tree-of-heaven.  Observations of tree-of-heaven from the Global Biodiversity Information Facility (GBIF) provide an important additional dataset of distribution across New York State.

=====================================

See R Code Here: SLF Model 2025

This code was implemented using R version 4.4.1 (R Core Team, 2024). We employed a wide range of Comprehensive R Archive Network (CRAN) packages; such as SDMtune (Vignali et al., 2020), flexsdm (Velazco et al., 2022), and blockCV (Valavi et al., 2019). Random Forest classification was used to improve risk assessment (Chen et al., 2021). Default settings in all distribution models were used unless stated otherwise.

A K-fold cross-validation approach with spatial blocks was implemented to minimize spatial autocorrelation and ensure an independent dataset for validation (Soley-Guardia et al., 2024). Model performance was evaluated by generating a confusion matrix; particularly looking at accuracy, sensitivity, specificity, positive prediction value, and negative prediction value. To assess model accuracy, we compared the root mean square error between both the training-testing (RMSE) and validation (CV-RMSE) datasets (Nayak et al., 2022).
DOI: 10.15468/dl.8vt74n
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ruttya fruticosa Lindau)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 102 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055248-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgpegq
title: Occurrence Download

description: A dataset containing 507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nelumbo lutea (Willd.) Pers.",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 507 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004146-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55zp49
title: Occurrence Download

description: A dataset containing 1446 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuculus hyperythrus Gould, 1856"
 ]
}

 The dataset includes 1446 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0375557-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gru7va
title: Occurrence Download

description: A dataset containing 696 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia retusa Hemsl."
 ]
}

 The dataset includes 696 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204275-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fh8pyh
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtorchis praetermissa Summerh."
 ]
}

 The dataset includes 208 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017216-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbap4c
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Iwatsukiella leucotricha (Mitt.) W.R.Buck & H.A.Crum"
 ]
}

 The dataset includes 200 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004140-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbnz8g
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachyuromys Lataste, 1880"
 ]
}

 The dataset includes 421 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0380863-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2r6des
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sium carsonii Durand ex A.Gray",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268311-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6zx7d
title: Occurrence Download

description: A dataset containing 1182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterospora andromedea Nutt.",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1182 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004159-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pen8dx
title: Occurrence Download

description: A dataset containing 21054161 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Costa Rica"
 ]
}

 The dataset includes 21054161 records from 1667 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0375561-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzpj2x
title: Occurrence Download

description: A dataset containing 6118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendromecon Benth."
 ]
}

 The dataset includes 6118 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209516-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zux5vx
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cantua bicolor Lem."
 ]
}

 The dataset includes 24 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017965-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8tnfd
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stegonotus florensis (De Rooij, 1917)"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275484-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgpc3e
title: Occurrence Download

description: A dataset containing 2182 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopias vulpinus (Bonnaterre, 1788)"
 ]
}

 The dataset includes 2182 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035650-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvnkz6
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Martellidendron (Pic.Serm.) Callm. & Chassot"
 ]
}

 The dataset includes 237 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209507-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yga39y
title: Occurrence Download

description: A dataset containing 39720327 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-14 42, 9 38, -7 26, -14 42))"
 ]
}

 The dataset includes 39720327 records from 1694 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017946-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15160328
title: TABLE I in Taxonomic revision of the Tabanus nebulosus species group (Diptera: Tabanidae)

description: TABLE I. Species of T. nebulosus group.
SpeciesAuthorYearTabanus comosusStone1944Tabanus glaucusWiedemann1820Tabanus guyanensisMacquart1846Tabanus importunusWiedemann1828Tabanus lutziKröber1934Tabanus nebulosusDe Geer1776Tabanus olivaceiventrisMacquart1847Tabanus ornativentris(Kröber)1929Tabanus pseudonebulosusGorayeb & Barros2006Tabanus punctipleuraHine1920Tabanus rondoniensisHenriques, Krolow, Zamarchi & Camargo2022Tabanus vestigium sp. nov.--
description: Published as part of Dutra, Maria Carolina Pimenta, Amorim, Dalton De Souza & Carmo, Daniel Dias Dornelas Do, 2025, Taxonomic revision of the Tabanus nebulosus species group (Diptera: Tabanidae), pp. 2 in Zootaxa 5588 (1) on page 2, DOI: 10.11646/zootaxa.5588.1.1, http://zenodo.org/record/14895899
DOI: 10.5281/zenodo.15160329
title: TABLE I in Taxonomic revision of the Tabanus nebulosus species group (Diptera: Tabanidae)

description: TABLE I. Species of T. nebulosus group.
SpeciesAuthorYearTabanus comosusStone1944Tabanus glaucusWiedemann1820Tabanus guyanensisMacquart1846Tabanus importunusWiedemann1828Tabanus lutziKröber1934Tabanus nebulosusDe Geer1776Tabanus olivaceiventrisMacquart1847Tabanus ornativentris(Kröber)1929Tabanus pseudonebulosusGorayeb & Barros2006Tabanus punctipleuraHine1920Tabanus rondoniensisHenriques, Krolow, Zamarchi & Camargo2022Tabanus vestigium sp. nov.--
description: Published as part of Dutra, Maria Carolina Pimenta, Amorim, Dalton De Souza & Carmo, Daniel Dias Dornelas Do, 2025, Taxonomic revision of the Tabanus nebulosus species group (Diptera: Tabanidae), pp. 2 in Zootaxa 5588 (1) on page 2, DOI: 10.11646/zootaxa.5588.1.1, http://zenodo.org/record/14895899
DOI: 10.6084/m9.figshare.28710674
title: dock3.8_SPHGEN_results.tar.gz

description: See collection ReadMe
DOI: 10.6084/m9.figshare.28710674.v1
title: dock3.8_SPHGEN_results.tar.gz

description: See collection ReadMe