cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30862451.v1
title: <b>Demographic Dataset of 507 Student Research Participants on </b><b>Sexual Orientation, Policy Awareness and Identity Politics among University Students in Nigeria</b>

description: <b>Description of the Dataset</b>The dataset consists of responses from 507 undergraduate students drawn from six universities in Southeast Nigeria, representing both public and private institutions. The dataset includes demographic variables—gender, age, academic level, and university type—as well as thematic variables aligned with the study’s four major research questions. These thematic variables were measured using Likert-scale questionnaire items (1 = Strongly Disagree to 5 = Strongly Agree) and were later categorized into meaningful groups (e.g., high vs. low conservatism, high vs. low concealment, high vs. low policy awareness, and high vs. low coping). The dataset captures students’ levels of cultural and religious conservatism, attitudes toward LGBTQ+ acceptance, identity negotiation and concealment, awareness of national LGBTQ-related policies, and the use of psychoanalytic coping mechanisms such as repression, denial, and displacement. Additional variables document experiences of stigma and discrimination, which were used to examine associations between campus environment and coping patterns.The dataset is structured in rows and columns, with each row representing an individual participant and each column representing a variable. Derived variables, such as categorical groups for chi-square analyses, were computed from the Likert-scale items. The dataset supports both descriptive statistics (frequency distribution, percentages, means) and inferential statistics, including multiple chi-square tests of independence used to test four hypotheses. Notably, the dataset provides a comprehensive empirical foundation for analyzing sexual orientation, policy awareness, campus stigma, and identity politics within Nigerian universities.
DOI: 10.6084/m9.figshare.30869479
title: Employment status of powered wheeled and seated mobility device users: a meta-analysis and systematic review

description: Employment determinants remain a critical yet under-researched factor in the social participation and inclusion of individuals with mobility impairments who use powered mobility devices (PWSMD). This systematic review and individual participant data meta-analysis aims to evaluate employment rates and identify factors influencing employment among PWSMD users. One- and two-stage meta-analyses were conducted, assessing employment status in relation to demographic, health-related and environmental factors. Random-effects models were used to account for between-study heterogeneity. Quality assessment was performed with tools for evidence synthesis provided by Joanna Briggs Institute (JBI). The PRISMA criteria were followed in the review. A systematic search of CINAHL, Embase, Cochrane, PubMed, Scopus and Web of Science databases conducted up to February 2025 identified 19 eligible studies encompassing 443 participants. 46.6% of participants were working at higher rates associated with tertiary education, pre-existing employment, vocational rehabilitation and PWSMD use of more than 10 years. Higher employment rates were also observed in participants younger than 60 years and those with childhood onset disability. No significant correlations were observed with sex, marital status, or residential setting. Higher levels of education, longer duration of PWSMD use, younger age, pre-existing employment and participation in vocational rehabilitation are associated with an increased likelihood of employment among PWSMD users. Sex, marital status and settlement type may not have an impact on employment. Further research is needed to determine most beneficial aspects of vocational rehabilitation and to explore the relationship between disability duration and employment in specific diagnostic groups. Improving employment outcomes for persons with disabilities who rely on Powered Wheeled and Seated Mobility Devices (PWSMD) or are likely to become dependent on PWSMD requires prioritising educational attainment and vocational rehabilitation.For PWSMD users with a history of employment, discussions should focus on leveraging previous skills and experiences to facilitate re-employment. Improving employment outcomes for persons with disabilities who rely on Powered Wheeled and Seated Mobility Devices (PWSMD) or are likely to become dependent on PWSMD requires prioritising educational attainment and vocational rehabilitation. For PWSMD users with a history of employment, discussions should focus on leveraging previous skills and experiences to facilitate re-employment.
DOI: 10.6084/m9.figshare.30869479.v1
title: Employment status of powered wheeled and seated mobility device users: a meta-analysis and systematic review

description: Employment determinants remain a critical yet under-researched factor in the social participation and inclusion of individuals with mobility impairments who use powered mobility devices (PWSMD). This systematic review and individual participant data meta-analysis aims to evaluate employment rates and identify factors influencing employment among PWSMD users. One- and two-stage meta-analyses were conducted, assessing employment status in relation to demographic, health-related and environmental factors. Random-effects models were used to account for between-study heterogeneity. Quality assessment was performed with tools for evidence synthesis provided by Joanna Briggs Institute (JBI). The PRISMA criteria were followed in the review. A systematic search of CINAHL, Embase, Cochrane, PubMed, Scopus and Web of Science databases conducted up to February 2025 identified 19 eligible studies encompassing 443 participants. 46.6% of participants were working at higher rates associated with tertiary education, pre-existing employment, vocational rehabilitation and PWSMD use of more than 10 years. Higher employment rates were also observed in participants younger than 60 years and those with childhood onset disability. No significant correlations were observed with sex, marital status, or residential setting. Higher levels of education, longer duration of PWSMD use, younger age, pre-existing employment and participation in vocational rehabilitation are associated with an increased likelihood of employment among PWSMD users. Sex, marital status and settlement type may not have an impact on employment. Further research is needed to determine most beneficial aspects of vocational rehabilitation and to explore the relationship between disability duration and employment in specific diagnostic groups. Improving employment outcomes for persons with disabilities who rely on Powered Wheeled and Seated Mobility Devices (PWSMD) or are likely to become dependent on PWSMD requires prioritising educational attainment and vocational rehabilitation.For PWSMD users with a history of employment, discussions should focus on leveraging previous skills and experiences to facilitate re-employment. Improving employment outcomes for persons with disabilities who rely on Powered Wheeled and Seated Mobility Devices (PWSMD) or are likely to become dependent on PWSMD requires prioritising educational attainment and vocational rehabilitation. For PWSMD users with a history of employment, discussions should focus on leveraging previous skills and experiences to facilitate re-employment.
DOI: 10.6084/m9.figshare.30869441
title: Digital library data: Open Universities in Indonesia and Malaysia

description: This dataset integrates two models, the Unified Theory of Acceptance and Use of Technology 2 (UTAUT2) and the Information System Success (IS Success), to examine how these factors affect digital library usage and satisfaction at two Asian open universities in Indonesia and Malaysia.
DOI: 10.6084/m9.figshare.30869441.v1
title: Digital library data: Open Universities in Indonesia and Malaysia

description: This dataset integrates two models, the Unified Theory of Acceptance and Use of Technology 2 (UTAUT2) and the Information System Success (IS Success), to examine how these factors affect digital library usage and satisfaction at two Asian open universities in Indonesia and Malaysia.
DOI: 10.15468/dl.m8xyr7
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((150.286 -9.863955000000001, 150.214689 -9.869512, 150.145126 -9.886049, 150.079018 -9.91316, 150.017989 -9.950179, 149.963536 -9.996198, 149.917 -10.050087, 149.879528 -10.110523, 149.852044 -10.176021, 149.835232 -10.244972, 149.829512 -10.315678, 149.835031 -10.386399, 149.851662 -10.455394, 149.879001 -10.520962, 149.916381 -10.581487, 149.962885 -10.635474, 150.017369 -10.68159, 150.078491 -10.718697, 150.144743 -10.745878, 150.214487 -10.76246, 150.286 -10.768033, 150.357513 -10.76246, 150.427257 -10.745878, 150.493509 -10.718697, 150.554631 -10.68159, 150.609115 -10.635474, 150.655619 -10.581487, 150.692999 -10.520962, 150.720338 -10.455394, 150.736969 -10.386399, 150.742488 -10.315678, 150.736768 -10.244972, 150.719956 -10.176021, 150.692472 -10.110523, 150.655 -10.050087, 150.608464 -9.996198, 150.554011 -9.950179, 150.492982 -9.91316, 150.426874 -9.886049, 150.357311 -9.869512, 150.286 -9.863955000000001))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049065-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17910119
title: Example data for MacSGP

description: Example data for MacSGP: Mapping Cell-Type-Specific Spatial Gene Programs Uncovers Tissue Architecture and Microenvironment OrganizationFind MacSGP package at https://github.com/YangLabHKUST/MacSGP
DOI: 10.5281/zenodo.17910120
title: Example data for MacSGP

description: Example data for MacSGP: Mapping Cell-Type-Specific Spatial Gene Programs Uncovers Tissue Architecture and Microenvironment OrganizationFind MacSGP package at https://github.com/YangLabHKUST/MacSGP
DOI: 10.15468/dl.5n869q
title: Occurrence Download

description: A dataset containing 1045357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-158.75149 63.65246,-139.29775 64.99558,-134.74063 64.69837,-131.57046 64.69837,-115.71962 63.60863,-105.91191 63.31143,-94.56611 60.63283,-79.63716 58.86225,-77.38548 58.71635,-68.36203 58.13927,-13.58775 66.70773,15.0041 67.36108,15.84349 67.67586,18.36166 68.09555,21.08968 67.8857,22.24385 67.8857,91.91325 64.94783,100.93669 64.73798,144.1653 65.15768,167.58318 60.8185,179.80649 60.42458,179.96121 71.87271,179.31598 76.14686,174.53648 84.21366,106.09543 89.07519,26.77304 89.28504,2.43072 89.91458,-72.91281 88.11995,-150.96063 82.8653,-166.66386 75.77842,-178.69909 72.28713,-178.50535 64.63306,-176.87703 61.0666,-171.94562 61.27644,-161.68935 57.04226,-159.39075 59.12575,-158.75149 63.65246))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 1999-2025"
 ]
}

 The dataset includes 1045357 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049013-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/drzmrj
title: PAN-00180063 - (copper) wire shaped eye

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180063&lt;/p&gt;
description: Modified: 2025-09-29T15:28:51+02:00
DOI: 10.15468/dl.suev9v
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "TaxonKey is Eremospatha macrocarpa"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049067-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sdd7w
title: Occurrence Download

description: A dataset containing 4279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-105.780688 35.522459, -105.821559 35.572120, -105.885956 35.572120, -105.845059 35.522459, -105.780688 35.522459))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4279 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049066-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tyr8b
title: Occurrence Download

description: A dataset containing 217307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Manscape",
 "Country is Belgium"
 ]
}

 The dataset includes 217307 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049056-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60686/t-fsd3424
title: FSD3424 FSD Data Reuse 2015-2024
DOI: 10.60686/t-fsd4036
title: FSD4036 Finnish Science Barometer 2024
DOI: 10.15468/dl.x53gru
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((147.707 -8.402917, 147.635979 -8.408477, 147.5667 -8.425018, 147.500864 -8.452135999999999, 147.440088 -8.489164000000001, 147.385866 -8.535194000000001, 147.339531 -8.589095, 147.302225 -8.649543, 147.27487 -8.715052, 147.258142 -8.784011, 147.252461 -8.854723999999999, 147.257971 -8.92545, 147.274543 -8.994448, 147.301776 -9.060017, 147.339003 -9.12054, 147.385311 -9.174524, 147.439561 -9.220637999999999, 147.500415 -9.257740999999999, 147.566374 -9.284919, 147.635807 -9.301499, 147.707 -9.307072, 147.778193 -9.301499, 147.847626 -9.284919, 147.913585 -9.257740999999999, 147.974439 -9.220637999999999, 148.028689 -9.174524, 148.074997 -9.12054, 148.112224 -9.060017, 148.139457 -8.994448, 148.156029 -8.92545, 148.161539 -8.854723999999999, 148.155858 -8.784011, 148.13913 -8.715052, 148.111775 -8.649543, 148.074469 -8.589095, 148.028134 -8.535194000000001, 147.973912 -8.489164000000001, 147.913136 -8.452135999999999, 147.8473 -8.425018, 147.778021 -8.408477, 147.707 -8.402917))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049069-251120083545085/datasets/export for details.
DOI: 10.15468/dl.95gjmv
title: Occurrence Download

description: A dataset containing 1796477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1796477 records from 879 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049028-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emzqey
title: Occurrence Download

description: A dataset containing 8165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dissostichus Smitt, 1898"
 ]
}

 The dataset includes 8165 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098547-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2m660s
title: Occurrence Download

description: A dataset containing 726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arenaeus cribrarius (Lamarck, 1818)"
 ]
}

 The dataset includes 726 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001421-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gb5bmg
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Meloidogyne hapla Chitwood, 1949"
 ]
}

 The dataset includes 15 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085124-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgardw
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Copiapoa cinerea (Phil.) Britton & Rose"
 ]
}

 The dataset includes 82 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009815-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dndawt
title: Occurrence Download

description: A dataset containing 4742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "TaxonKey is Valeriana L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4742 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004879-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n1deyk
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Azerbaijan",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013076-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mm6qrj
title: Occurrence Download

description: A dataset containing 1202 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "DatasetKey is Lund University Biological Museum - Botanical collection (LD)",
 "DatasetKey is Marine Nature Conservation Review (MNCR) and associated benthic marine data held and managed by JNCC",
 "DatasetKey is University of British Columbia Herbarium (UBC) - Algae Collection",
 "DatasetKey is NaGISA Project",
 "DatasetKey is Natural History Museum (London) Collection Specimens",
 "DatasetKey is Norwegian Biodiversity Information Centre - Other datasets"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Pylaiella littoralis (L.) Kjellm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1202 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019870-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8ukf7
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Epilobium denticulatum Ruiz & Pav.",
 "TaxonKey is Epilobium andicolum Hausskn.",
 "TaxonKey is Epilobium bolivianum Sam.",
 "TaxonKey is Epilobium bonplandianum Kunth"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 551 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038714-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuedwz
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is French Guiana",
 "Country is Guyana"
 ]
 },
 "TaxonKey is Unonopsis perrottetii (A.DC.) R.E.Fr."
 ]
}

 The dataset includes 103 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013134-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc2sfn
title: Occurrence Download

description: A dataset containing 40957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is missouri",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 40957 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009422-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5w5non
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Saisie de données naturalistes d'observateurs indépendants sur la plateforme de l'Observatoire FAUNA-Données naturalistes de Caitlin DAGG"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013137-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6wl0e
title: Occurrence Download

description: A dataset containing 982 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antennaria luzuloides Torr. & A.Gray"
 ]
}

 The dataset includes 982 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031819-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y1dssl
title: Occurrence Download

description: A dataset containing 2858 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Milvus milvus milvus"
 ]
}

 The dataset includes 2858 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048469-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.