cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sbg6ke
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acapoeta tanganicae (Boulenger, 1900)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((19.1382 20.0599,10.1382 20.0599,10.1382 11.0599,19.1382 11.0599,19.1382 20.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057181-250525065834625/datasets/export for details.
DOI: 10.15468/dl.wqjkpa
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Burkina Faso",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles arabiensis Patton, 1905"
 ]
}

 The dataset includes 175 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057182-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15625539
title: Data and Intermediate Results from "ActiveVisium: Leveraging Active Learning to Enhance Manual Pathologist Annotation in 10x Visium Spatial Transcriptomics Experiments"

description: Description

This dataset accompanies the publication “ActiveVisium: Leveraging Active Learning to Enhance Manual Pathologist Annotation in 10x Visium Spatial Transcriptomics Experiments,” presented at ECML PKDD 2025 (Applied Data Science Track).

The dataset is organised into four main folders:





Pathologist Annotations





Contains manual pathologist annotations at the spot level for each sample used in the study.






Data





Includes all data used in the main experiments.




Refer to the included README file for a detailed explanation of the folder structure.






Annotation Consistency Experiment Data





Provides data and results from annotation consistency experiments conducted on the CytAssist 11mm FFPE Human Kidney spatial transcriptomics dataset.




These experiments identify potential noise in ground truth spot-level annotations (see Section 4.3 in the paper).




More details are available in the corresponding README file.






Test Data (Breast Cancer Sample)





Contains a breast cancer tissue section, including:





Histological image




Spatial gene expression matrix




Sample annotation file






Useful for testing installation and validating the active learning workflow.






Loupe files



Contains .cloupe files for each dataset, generated as output from the 10x Genomics Space Ranger pipeline. These files can be opened in Loupe Browser for interactive visualization and manual spot-level annotation.




_________________

Intended Use





Reproduction of all results from the associated publication




Benchmarking and development of new annotation or active learning strategies




Testing and validation of the ActiveVisium software installation



Licensing and Model Usage





The ActiveVisium code and dataset are released under the GNU General Public License v3.0 (GPL-3.0).




Note: Some foundational models used to generate features are subject to their own licenses and terms of use. Users are responsible for reviewing and complying with all relevant third-party licenses.
DOI: 10.5281/zenodo.15698997
title: Data and Intermediate Results from "ActiveVisium: Leveraging Active Learning to Enhance Manual Pathologist Annotation in 10x Visium Spatial Transcriptomics Experiments"

description: Description

This dataset accompanies the publication “ActiveVisium: Leveraging Active Learning to Enhance Manual Pathologist Annotation in 10x Visium Spatial Transcriptomics Experiments,” presented at ECML PKDD 2025 (Applied Data Science Track).

The dataset is organised into four main folders:





Pathologist Annotations





Contains manual pathologist annotations at the spot level for each sample used in the study.






Data





Includes all data used in the main experiments.




Refer to the included README file for a detailed explanation of the folder structure.






Annotation Consistency Experiment Data





Provides data and results from annotation consistency experiments conducted on the CytAssist 11mm FFPE Human Kidney spatial transcriptomics dataset.




These experiments identify potential noise in ground truth spot-level annotations (see Section 4.3 in the paper).




More details are available in the corresponding README file.






Test Data (Breast Cancer Sample)





Contains a breast cancer tissue section, including:





Histological image




Spatial gene expression matrix




Sample annotation file






Useful for testing installation and validating the active learning workflow.






Loupe files



Contains .cloupe files for each dataset, generated as output from the 10x Genomics Space Ranger pipeline. These files can be opened in Loupe Browser for interactive visualization and manual spot-level annotation.




_________________

Intended Use





Reproduction of all results from the associated publication




Benchmarking and development of new annotation or active learning strategies




Testing and validation of the ActiveVisium software installation



Licensing and Model Usage





The ActiveVisium code and dataset are released under the GNU General Public License v3.0 (GPL-3.0).




Note: Some foundational models used to generate features are subject to their own licenses and terms of use. Users are responsible for reviewing and complying with all relevant third-party licenses.
DOI: 10.15468/dl.qdfhd6
title: Occurrence Download

description: A dataset containing 3659841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 {
 "or" : [
 "Geometry POLYGON((-1.30505 50.1573,-1.02325 49.40677,0.13914 49.33796,2.18214 50.20242,2.49916 51.20624,1.58333 51.42639,-1.30505 50.1573))",
 "Geometry POLYGON((-1.52016 50.15713,-1.1667 49.23418,0.36493 49.17431,2.57729 50.16552,2.78674 51.37419,1.68711 51.5129,-1.52016 50.15713))"
 ]
 },
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2000-2025"
 ]
}

 The dataset includes 3659841 records from 975 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057150-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48437/450ea6-2f777a
title: Hydraulische Untersuchungen Donau, km 2321–2249, 2018
DOI: 10.48437/0d3ea9-9274bb
title: Hydraulische Untersuchungen Donau, km 2321-2249 und Auenfließgewässer Reibersdorf, 2025
DOI: 10.6084/m9.figshare.30938461
title: Assessing the quality of land information management systems for sustainable land administration in Ethiopia’s Amhara region

description: In developing countries, weak governance, limited infrastructure, and outdated technologies continue to hinder effective land administration. In Ethiopia’s Amhara region, the introduction of the Land Information System (LIS) has improved transparency and formal land registration; however, major challenges remain. This study assessed the quality of land information management for sustainable land administration, focusing on data handling, ICT strategies, and infrastructure capacity. The findings indicate that while the LIS has enhanced data storage and accessibility, weaknesses persist in data updating, integration, and system interoperability. ICT strategies are inconsistently implemented, and inadequate infrastructure and limited technical capacity further constrain efficiency. Strengthening data management practices, enhancing ICT coordination and investing in infrastructure are crucial for establishing a sustainable and reliable land administration system in the region.
DOI: 10.6084/m9.figshare.30938461.v1
title: Assessing the quality of land information management systems for sustainable land administration in Ethiopia’s Amhara region

description: In developing countries, weak governance, limited infrastructure, and outdated technologies continue to hinder effective land administration. In Ethiopia’s Amhara region, the introduction of the Land Information System (LIS) has improved transparency and formal land registration; however, major challenges remain. This study assessed the quality of land information management for sustainable land administration, focusing on data handling, ICT strategies, and infrastructure capacity. The findings indicate that while the LIS has enhanced data storage and accessibility, weaknesses persist in data updating, integration, and system interoperability. ICT strategies are inconsistently implemented, and inadequate infrastructure and limited technical capacity further constrain efficiency. Strengthening data management practices, enhancing ICT coordination and investing in infrastructure are crucial for establishing a sustainable and reliable land administration system in the region.
DOI: 10.25919/qy5a-zj69
title: Extent of IUCN Global Ecosystem Typology ecosystem functional groups across the marine, freshwater and terrestrial realms in Australia: pre-1750 and 2010-11 to 2023-24

description: The extent data products in this data collection comprise spatial data describing the distribution of IUCN GET EFGs across the Ecosystem Accounting Area (EAA) defined for national ecosystem accounts for Australia. 

The data provided are spatial data in the form of GeoTiff raster files for the majority of IUCN-GET EFGs, with the exception of the Artesian springs and oases EFG (F2.8) within the Lakes biome (vector point data). For all terrestrial EFGs the data cover the pre-1750 time period, as well as an annual time series from 2010–11 to 2023–24.

The data products comprise raster files with one additional vector file:
• Fifteen raster files with a spatial resolution of 100 m represent the majority of EFGs at 15 different time periods: a reference extent (pre-1750 or pre-European), and 14 annual extents from 2010–11 to 2023–24.
• A single raster file with a spatial resolution of 250 m represents the shelf ocean waters biome for a single time period (2023).
• A single raster file with a spatial resolution of 250 m represents the pelagic ocean waters biome for a single time period (2023).
• A point vector representing artesian springs and oases within the lakes biome for a single time period (2022).

These data products meet these specifications:
• Spatial reference: GDA2020 / Australian Albers (EPSG:9473)
• Raster file format: GeoTiff 
• Spatial extent: xmin: -2253900, xmax: 2949600, ymin: -5218400, ymax: -929100.

This collection also contains cross-walk files that were used to develop the data products. Cross-walk files define the output EFGs for each ecosystem within source or derived datasets.

These data align with other data prepared for Australia under the NEAP including for biodiversity, ecosystem condition and ecosystem services.
DOI: 10.5281/zenodo.18029000
title: Teacher Support and Secondary School Students' Writing Courage in Chinese Language Arts: The Mediating Roles of Academic Enjoyment and Academic Self-Efficacy
DOI: 10.5281/zenodo.18029001
title: Teacher Support and Secondary School Students' Writing Courage in Chinese Language Arts: The Mediating Roles of Academic Enjoyment and Academic Self-Efficacy
DOI: 10.48437/97721a-ce4edd
title: Sondermessungen auf der Elbe, km 180 bis 542, 2023
DOI: 10.48437/d16b9c-d0cb8c
title: Wasserspiegelfixierung Elbe bei GlW, km 0 - 586, 2023
DOI: 10.48437/5945d7-65064d
title: Elbe: Wasserspiegelfixierung, km 0-569, 2015
DOI: 10.48437/ed31b4-c93e34
title: Elbe Wasserspiegelfixierung, km 0-560, 2004
DOI: 10.48437/6aa780-1e095a
title: Hydraulische Untersuchungen Elbe, km 217-518, 2021
DOI: 10.48437/16f630-6b61f9
title: Elbe: Wasserspiegelfixierung bei HSW, km 0-586, 2024
DOI: 10.48437/0f9ebb-ac21b5
title: Hydraulische Untersuchungen an der Elbe, km 184-456, 2007
DOI: 10.48437/565eb2-ffd198
title: Hydraulische Untersuchungen Elbe, km 217-420, 2021
DOI: 10.48437/9cf553-b32470
title: Hydraulische Untersuchungen an der Elbe, km 153 - 295, 2005
DOI: 10.15468/dl.htqxvd
title: Occurrence Download

description: A dataset containing 2808401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Viola",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 2808401 records from 4165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063611-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6tm2v
title: Occurrence Download

description: A dataset containing 6185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Niedenzuella W.R.Anderson"
 ]
}

 The dataset includes 6185 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207634-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ms4h9
title: Occurrence Download

description: A dataset containing 343563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Reynoutria japonica Houtt."
 ]
}

 The dataset includes 343563 records from 1397 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012690-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yqu5g
title: Occurrence Download

description: A dataset containing 1535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippuris vulgaris L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1535 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271294-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzmzhj
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Haiti",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018708-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4h4d9
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Grenada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018707-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.apl.30031309
title: Supplement Number 1

description: Longer and more detailed description of this file
DOI: 10.60893/figshare.apl.30031309.v1
title: Supplement Number 1

description: Longer and more detailed description of this file
DOI: 10.6084/m9.figshare.30165223
title: <b>Analysis of Spatiotemporal Characteristics and Influencing Factors of Residents' Physical Activity in Urban Green Spaces</b>

description: <b>Analysis of Spatiotemporal Characteristics and Influencing Factors of Residents' Physical Activity in Urban Green Spaces</b>
DOI: 10.6084/m9.figshare.30165223.v1
title: <b>Analysis of Spatiotemporal Characteristics and Influencing Factors of Residents' Physical Activity in Urban Green Spaces</b>

description: <b>Analysis of Spatiotemporal Characteristics and Influencing Factors of Residents' Physical Activity in Urban Green Spaces</b>
DOI: 10.15468/dl.rnwjyy
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Honduras",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018709-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzyddm
title: Occurrence Download

description: A dataset listing the 195 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.4756 46.64772,-1.46292 46.70345,-1.50391 46.75211,-1.585 46.74415,-1.55061 46.63006,-1.499 46.61708,-1.4756 46.64772))",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Plantae",
 "Year 2015-2025"
 ]
}

 The dataset's 195 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018698-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qypbuj
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018710-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f9tku
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018711-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17150515
title: Frequency World Theory: An Exploration of Coexisting Multi-Frequency Worlds Based on World Quantum Theory

description: Frequency World Theory: An Exploration of Coexisting Multi-Frequency Worlds Based on World Quantum TheoryAbstractThis paper proposes a new physical theory—the Frequency World Theory (FWT)—based on the as-yet-unverified World Quantum Theory. By introducing "frequency" as a core parameter, FWT explores the possibility of coexisting physical worlds at different frequency scales. The World Quantum Theory serves as a foundational framework for deriving the kinematic and dynamic principles of FWT, particularly in explaining phenomena such as dark matter and quantum entanglement through cross-frequency interactions.Download World Quantum Theory: https://zenodo.org/records/17092279Keywords: Frequency World Theory, World Quantum Theory, Frequency Modes, Quantum Entanglement, Experimental Verification
DOI: 10.5281/zenodo.17159947
title: Frequency World Theory: An Exploration of Coexisting Multi-Frequency Worlds Based on World Quantum Theory

description: Frequency World Theory: An Exploration of Coexisting Multi-Frequency Worlds Based on World Quantum TheoryAbstractThis paper proposes a new physical theory—the Frequency World Theory (FWT)—based on the as-yet-unverified World Quantum Theory. By introducing "frequency" as a core parameter, FWT explores the possibility of coexisting physical worlds at different frequency scales. The World Quantum Theory serves as a foundational framework for deriving the kinematic and dynamic principles of FWT, particularly in explaining phenomena such as dark matter and quantum entanglement through cross-frequency interactions.Download World Quantum Theory: https://zenodo.org/records/17092279Keywords: Frequency World Theory, World Quantum Theory, Frequency Modes, Quantum Entanglement, Experimental Verification
DOI: 10.15468/dl.xhuhaq
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018713-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyay7w
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 160 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018715-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2gktc
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jatropha gossypiifolia",
 "Country is Malaysia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018714-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/vvclez
title: Replication Data for: Evaluating Explainable Social Choice-based Aggregation Strategies for Group Recommendations with Internal Evaluators

description: In this project, we perform a user study to evaluate the effectiveness of Social Choice-Based Explanations for Group Recommender Systems using internal evaluators (i.e., group members evaluate the recommendations provided for the group), in different complex scenarios, whose complexity is determined by the number of group members, the number of possible items, and the diversity between group members' preferences. For additional details and material refer to the OSF project: https://osf.io/sj76m/
DOI: 10.5281/zenodo.17157948
title: Questionnaire survey response (close-ended responses) on human-forest relationship and perceived happiness in Finland

description: This dataset relates to the study “Influence of Human–Forest Relationships on Perceived Happiness in Finland” published in People and Nature (2025). The available data includes close-ended survey responses, which form part of a larger survey that also contained open-ended questions on human–forest relationships and perceived happiness. Due to the ethical and confidentiality reasons, all data supporting the background information of respondents in this study cannot be made publicly available. We have however included the background information about gender, childhood residence and forest ownership of the respondents.

Data collection took place between April 2023 and November 2023. In accordance with TENK’s (Tutkimuseettinen neuvottelukunta - Finnish National Board on Research Integrity) Responsible Conduct of Research (RCR) guidelines, ethical approval was not required, as the survey was fully anonymous and collected no identifiable or contact information. Participation posed no safety risks, was entirely voluntary, and included written informed consent.