cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15927629
title: VoxCeleb with Noisy Labels

description: The training lists with noisy labels based on the VoxCeleb dataset

The clean training list for VoxCeleb1 is vox1_clean.txt.

The clean training list for VoxCeleb2 is vox2_clean.txt.

The noisy training lists for VoxCeleb1 are formatted as vox1_[noisy_type]_[noisy_rate].txt.

The noisy training lists for VoxCeleb2 are formatted as vox2_[noisy_type]_[noisy_rate].txt.

The noisy training lists for VoxCeleb1K-O are formatted as vox1k_[noisy_type]_[noisy_rate].txt.

The noisy training lists for VoxCeleb5K-O are formatted as vox5k_[noisy_type]_[noisy_rate].txt.

The evaluation lists are vox_O.txt, vox_E.txt, and vox_H.txt.
DOI: 10.15468/dl.pa9wfj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamagrostis langsdorffii pallida, Calamagrostis langsdorffii trinii, Calamagrostis langsdorffii decipicus, Calamagrostis langsdorffii decipiens, Calamagrostis langsdorffii flexuosa, Calamagrostis langsdorffii gracilis, Calamagrostis langsdorffii langsdorffii, Calamagrostis langsdorffii latifolia, Calamagrostis langsdorffii major, Calamagrostis langsdorffii manshurica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018950-250711103210423/datasets/export for details.
DOI: 10.15468/dl.c68wu3
title: Occurrence Download

description: A dataset containing 3017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pycnonotus sinensis",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3017 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018952-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgxzeb
title: Occurrence Download

description: A dataset containing 981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Notropis chiliticus"
 ]
}

 The dataset includes 981 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018953-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e235362v1
title: Eye Movement and Head Kinematics from aVOR and Smooth Pursuit Tasks

description: This dataset contains eye movement and head kinematics recordings collected during studies of the angular vestibulo-ocular reflex (aVOR) and head-restrained and unrestrained smooth pursuit eye movements. Measurements include calibrated eye position, angular velocity, and head motion signals. The dataset is provided in .csv and .mat formats to support transparency and reproducibility of the associated research. This is a data-only preliminary release. Additional code, analysis tools, or documentation may be made available in future updates.
DOI: 10.15468/dl.va7djn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa moschata",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018954-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67954b
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (? magnelii, Avena dura, Bromus glaucus, Bromus glaucus, Bromus secundus, Festuca alexeevii, Festuca alexeevii villispiculata, Festuca alpestris, Festuca alpigena, Festuca ammobia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018955-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33p9p6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamagrostis langsdorffii minor, Calamagrostis langsdorffii montana, Calamagrostis langsdorffii piligera, Calamagrostis langsdorffii pulchella, Calamagrostis langsdorffii punctulata, Calamagrostis langsdorffii ramosa, Calamagrostis langsdorffii viridiflora, Calamagrostis lapponica monstruosa, Calamagrostis latifolia, Calamagrostis manshurica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018956-250711103210423/datasets/export for details.
DOI: 10.15468/dl.72zzah
title: Occurrence Download

description: A dataset containing 3901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phasianus colchicus",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3901 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018957-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7stmmn
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vella bourgaeana"
 ]
}

 The dataset includes 560 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018958-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9bsmbj4smy
title: Constructing a Structural Model of Information and Communication Technologies Competency for Pre-service Physical Education Teachers

description: This study focuses on constructing a structural model of pre-service physical education teachers' information-based teaching competence, aiming to address the poor adaptability of existing teacher ICT frameworks to physical education.
The research used a mixed-methods design in two stages. In the first stage, based on grounded theory, semi-structured interviews were conducted with 15 university teachers specializing in digital physical education and teacher education, generating 19,000 words of text. Using NVIVO15.0, three-level coding was performed to extract five main categories: technical literacy, teaching design and implementation, assessment and feedback, collaboration and communication, and digital ethics and security, forming an initial model (with 15 secondary indicators and 47 initial concepts). Theoretical saturation test (no new categories) and coding consistency test (coefficient 0.862) verified its reliability. In the second stage, structural equation modeling was used for verification. Questionnaires were distributed to 339 sophomores to seniors majoring in physical education at Guangzhou Sport University, with an effective recovery rate of 86.9%. The scale showed good reliability (overall Cronbach’s Alpha=0.911; each dimension 0.81-0.87) and validity (KMO=0.897, p&lt;0.001). Confirmatory factor analysis indicated all dimensions had factor loadings &gt;0.7, and model fit indices (CMIN/DF=1.348, GFI=0.960, etc.) met standards.
Key findings: The overall information-based teaching competence of pre-service physical education teachers was moderate (M=3.72). Development was unbalanced: digital ethics and security performed best (M=3.83), while assessment and feedback were weakest (M=3.62). All dimensions showed significant positive correlations (r=0.418-0.529), forming a synergistic mechanism of "technology as foundation, design as core, assessment as closed loop, collaboration as expansion, and ethics as bottom line". Notably, pre-service teachers had insufficient technological innovation, regarded information technology merely as an auxiliary tool, and there was a shortage of information-based teaching cases for motor skills (accounting for &lt;30%).
The results can guide universities to optimize curricula (e.g., strengthening sports data analysis and VR teaching modules) and assist educational authorities in improving standards. Limitations include samples from a single institution; multi-regional follow-up studies are needed.
DOI: 10.17632/9bsmbj4smy.1
title: Constructing a Structural Model of Information and Communication Technologies Competency for Pre-service Physical Education Teachers

description: This study focuses on constructing a structural model of pre-service physical education teachers' information-based teaching competence, aiming to address the poor adaptability of existing teacher ICT frameworks to physical education.
The research used a mixed-methods design in two stages. In the first stage, based on grounded theory, semi-structured interviews were conducted with 15 university teachers specializing in digital physical education and teacher education, generating 19,000 words of text. Using NVIVO15.0, three-level coding was performed to extract five main categories: technical literacy, teaching design and implementation, assessment and feedback, collaboration and communication, and digital ethics and security, forming an initial model (with 15 secondary indicators and 47 initial concepts). Theoretical saturation test (no new categories) and coding consistency test (coefficient 0.862) verified its reliability. In the second stage, structural equation modeling was used for verification. Questionnaires were distributed to 339 sophomores to seniors majoring in physical education at Guangzhou Sport University, with an effective recovery rate of 86.9%. The scale showed good reliability (overall Cronbach’s Alpha=0.911; each dimension 0.81-0.87) and validity (KMO=0.897, p&lt;0.001). Confirmatory factor analysis indicated all dimensions had factor loadings &gt;0.7, and model fit indices (CMIN/DF=1.348, GFI=0.960, etc.) met standards.
Key findings: The overall information-based teaching competence of pre-service physical education teachers was moderate (M=3.72). Development was unbalanced: digital ethics and security performed best (M=3.83), while assessment and feedback were weakest (M=3.62). All dimensions showed significant positive correlations (r=0.418-0.529), forming a synergistic mechanism of "technology as foundation, design as core, assessment as closed loop, collaboration as expansion, and ethics as bottom line". Notably, pre-service teachers had insufficient technological innovation, regarded information technology merely as an auxiliary tool, and there was a shortage of information-based teaching cases for motor skills (accounting for &lt;30%).
The results can guide universities to optimize curricula (e.g., strengthening sports data analysis and VR teaching modules) and assist educational authorities in improving standards. Limitations include samples from a single institution; multi-regional follow-up studies are needed.
DOI: 10.57702/e8g4vq92
title: auto-upload-test

description: Used for testing the API of the LDM
DOI: 10.17632/432y6txzbf
title: Dataset for Can We Predict Social Performance of Social Enterprises?: A machine learning approach

description: Replication Package for "Can We Predict Social Performance of Social Enterprises?1: A machine learning approach"
DOI: 10.17632/432y6txzbf.1
title: Dataset for Can We Predict Social Performance of Social Enterprises?: A machine learning approach

description: Replication Package for "Can We Predict Social Performance of Social Enterprises?1: A machine learning approach"
DOI: 10.17632/p5cntn86pw
title: Replication files: Tourism in Africa and Economic Vulnerabilities to Exogenous Shocks

description: This repository contains material and descriptions to guide you step by step through the replication of the paper "Tourism in Africa and Economic Vulnerabilities to Exogenous Shocks" authored by Feuerbacher and Flaig, accepted for publication in Economic Modelling in June, 2025.

Please refer to "Replication Instructions.txt" for more details

Disclaimer: The authors do not have permission to share the original database used in the study. Instead an aggregated version of it is provided.
DOI: 10.17632/p5cntn86pw.1
title: Replication files: Tourism in Africa and Economic Vulnerabilities to Exogenous Shocks

description: This repository contains material and descriptions to guide you step by step through the replication of the paper "Tourism in Africa and Economic Vulnerabilities to Exogenous Shocks" authored by Feuerbacher and Flaig, accepted for publication in Economic Modelling in June, 2025.

Please refer to "Replication Instructions.txt" for more details

Disclaimer: The authors do not have permission to share the original database used in the study. Instead an aggregated version of it is provided.
DOI: 10.15468/dl.kkwen2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba acutidentata"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018961-250711103210423/datasets/export for details.
DOI: 10.5281/zenodo.15932459
title: CTAS data files
DOI: 10.5281/zenodo.15932460
title: CTAS data files
DOI: 10.15468/dl.d7bm9h
title: Occurrence Download

description: A dataset containing 17550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Festuca anglica, Festuca apicebubens, Festuca arenaria, Festuca arenaria, Festuca arenaria glabrata, Festuca arenivaga, Festuca arnassensis, Festuca arundinacea, Festuca askelofiana, Festuca atlantigena)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 17550 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018960-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wckadm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamagrostis notabilis, Calamagrostis pallidiflora, Calamagrostis phragmitoides flexuosa, Calamagrostis phragmitoides breviaristata, Calamagrostis phragmitoides condensata, Calamagrostis phragmitoides elata, Calamagrostis phragmitoides elata, Calamagrostis phragmitoides flexuosa, Calamagrostis phragmitoides glaucescens, Calamagrostis phragmitoides laevigata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018963-250711103210423/datasets/export for details.
DOI: 10.15468/dl.exfn4h
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Buteo jamaicensis)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 92 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018964-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5raak
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.76678 7.7434,-73.1517 7.7434,-73.1517 11.73633,-75.76678 11.73633,-75.76678 7.7434))",
 "TaxonKey is Crocodylus acutus"
 ]
}

 The dataset includes 55 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018965-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egsk5k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa moschata",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018966-250711103210423/datasets/export for details.
DOI: 10.15468/dl.wcxfcp
title: Occurrence Download

description: A dataset containing 905 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physaria douglasii"
 ]
}

 The dataset includes 905 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018967-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5ss7g
title: Occurrence Download

description: A dataset containing 2 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, familyKey, family, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate, null)) AS minTemporalUncertainty FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND countrycode = 'BE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND familyKey IS NOT NULL AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND (LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' ) OR identificationVerificationStatus IS NULL)AND familyKey IN (5666)AND COALESCE(coordinateUncertaintyInMeters, 1000) &lt;= 10000GROUP BY "year", eeaCellCode, classKey, class, familyKey, family ORDER BY "year" DESC, eeaCellCode ASC, familyKey ASC;

 The dataset's 2 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018945-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2dcam
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamagrostis phragmitoides latifolia, Calamagrostis phragmitoides latifolia, Calamagrostis phragmitoides latifolia, Calamagrostis phragmitoides major, Calamagrostis phragmitoides minor, Calamagrostis phragmitoides minor, Calamagrostis phragmitoides rubicunda, Calamagrostis poaeoides, Calamagrostis poioides, Calamagrostis pooides)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018969-250711103210423/datasets/export for details.
DOI: 10.6084/m9.figshare.29564987
title: <b>RSL Database 01</b> - <i>Artificial Intelligence in Sustainable Decision-Making in Businesses: A Systematic Literature Review</i>

description: The present dataset, composed entirely of empirical articles and systematic reviews from the prestigious Scopus database—one of the most recognized and comprehensive platforms for scientific literature—constitutes the foundation for the analysis conducted and the results obtained in the review article entitled: <i>Artificial Intelligence in Sustainable Decision-Making in Businesses: A Systematic Literature Review</i>
DOI: 10.6084/m9.figshare.29564987.v1
title: <b>RSL Database</b> - <i>Artificial Intelligence in Sustainable Decision-Making in Businesses: A Systematic Literature Review</i>

description: The present dataset, composed entirely of empirical articles and systematic reviews from the prestigious Scopus database—one of the most recognized and comprehensive platforms for scientific literature—constitutes the foundation for the analysis conducted and the results obtained in the review article entitled: <i>Artificial Intelligence in Sustainable Decision-Making in Businesses: A Systematic Literature Review</i>
DOI: 10.6084/m9.figshare.29564987.v2
title: <b>RSL Database 01</b> - <i>Artificial Intelligence in Sustainable Decision-Making in Businesses: A Systematic Literature Review</i>

description: The present dataset, composed entirely of empirical articles and systematic reviews from the prestigious Scopus database—one of the most recognized and comprehensive platforms for scientific literature—constitutes the foundation for the analysis conducted and the results obtained in the review article entitled: <i>Artificial Intelligence in Sustainable Decision-Making in Businesses: A Systematic Literature Review</i>
DOI: 10.15468/dl.w542zk
title: Occurrence Download

description: A dataset containing 2273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Luxilus coccogenis"
 ]
}

 The dataset includes 2273 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018968-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.