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

description: A dataset containing 70137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is CHN.15_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2024-2024"
 ]
}

 The dataset includes 70137 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001828-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jb6jn
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Phylloscopus neglectus",
 "Year 2024-2025"
 ]
}

 The dataset includes 355 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001845-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30655343
title: <b>Floral Morphology and Phylogenomics Reveal Hidden Lineage Diversity in Taiwanese </b><b><i>Elaeagnus</i></b>

description: The data of phylogenomic study of Taiwanese<i> Elaeagnus.</i>
DOI: 10.6084/m9.figshare.30655343.v1
title: <b>Floral Morphology and Phylogenomics Reveal Hidden Lineage Diversity in Taiwanese </b><b><i>Elaeagnus</i></b>

description: The data of phylogenomic study of Taiwanese<i> Elaeagnus.</i>
DOI: 10.5281/zenodo.17668601
title: SEM Withered Plant (BSE Series) — Kikoh Matsuura (Art–Science Archive)

description: Parent (series) record for *SEM Withered Plant (BSE)* by Kikoh Matsuura.  This record serves as the hub for all child datasets in the series.

**Files included:**- A series overview (TXT) documenting scope, naming rules, citation style, and file policy- A machine-readable index (CSV) that will be updated to list child datasets (DOIs, imaging parameters, etc.)

Each child dataset contains raw, uncompressed BMP images (≈13 per set, number varies) acquired with a personally owned TECHNEX TinySEM M3-i using the BSE detector under high-vacuum conditions.  Child records provide detailed READMEs with exact parameters (accelerating voltage, working distance, vacuum, pixel size, field of view, frame time, coating).

This parent provides a stable concept DOI for the entire *SEM Withered Plant (BSE)* series.  Child datasets link back via *IsPartOf*, and this parent enumerates them via *HasPart*.  

*This series visualizes the hidden order and chance in withered plants through SEM-BSE, leaving a unique trace at the boundary between art and science.*
DOI: 10.4121/91fe4b9d-49ee-4182-912d-0b0301f08eea
title: Data underlying the publication: Navigating Lock-Ins for Adaptation: A Case Study of Grid Capacity Planning in the Dutch Energy Transition

description: This study explores the socio-technical lock-ins influencing the energy transition of electricity grid infrastructure in the Netherlands and examines how these lock-ins can drive adaptive change. It is a <strong>qualitative research study</strong> that employs an <strong>abductive approach</strong>, integrating theoretical insights with empirical findings. Data collection involved <strong>semi-structured interviews (N=11) with key actors from a Dutch Distribution System Operator (DSO)</strong> and <strong>document analysis (N=7) of sustainability strategies, grid operations, and congestion management reports</strong>. The dataset includes coded interview data identifying lock-in mechanisms and responses, as well as a structured analysis of documents highlighting causal relationships for a qualitative system dynamics model.
DOI: 10.5281/zenodo.8351812
title: Url of the Fire-induced Carbon Emissions Dataset in Africa between 2014-2021. (1.0) [Data set].

description: Carbon emission from biomass burning in Africa from 2014 to 2021 is estimated based on the GABAM 30m burned area products. This product uses the WGS84 horizontal datum and the 0.00025° (approximately 30 meter) resolution for geographic (latitude/longitude) projection of the EGM96 vertical datum, consisting of 5° x 5° blocks covering the entire African region.

contacts: zhangzhaoming@aircas.ac.cn/zhangzm@radi.ac.cn 

Please cite this paper: Baoye Qi, Zhaoming Zhang, Tengfei Long, et al. High resolution (30 m) burned area product improves the ability for carbon emission estimation in Africa. Earth's Future, 2024, 12, e2024EF005051.
DOI: 10.5281/zenodo.8352978
title: Url of the Fire-induced Carbon Emissions Dataset in Africa between 2014-2021. (1.0) [Data set].

description: Carbon emission from biomass burning in Africa from 2014 to 2021 is estimated based on the GABAM 30m burned area products. This product uses the WGS84 horizontal datum and the 0.00025° (approximately 30 meter) resolution for geographic (latitude/longitude) projection of the EGM96 vertical datum, consisting of 5° x 5° blocks covering the entire African region.

contacts: zhangzhaoming@aircas.ac.cn/zhangzm@radi.ac.cn 

Please cite this paper: Baoye Qi, Zhaoming Zhang, Tengfei Long, et al. High resolution (30 m) burned area product improves the ability for carbon emission estimation in Africa. Earth's Future, 2024, 12, e2024EF005051.
DOI: 10.15468/dl.87282e
title: Occurrence Download

description: A dataset containing 34889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.40139 -1.51345,-78.2589 -1.51345,-78.2589 -0.72179,-78.40139 -0.72179,-78.40139 -1.51345))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 34889 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001846-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17663235
title: Arcane precomputed index

description: Precomputed indices for human and mouse for arcane.
DOI: 10.5281/zenodo.17663236
title: Arcane precomputed index

description: Precomputed indices for human and mouse for arcane.
DOI: 10.6084/m9.figshare.29367845
title: Local adaptation to climate has facilitated the global invasion of cheatgrass

description: Data and code for Local adaptation to climate facilitates a global invasion.

Bromus_tectorum_growth_chamber_phenotypes: contains individual-level growth chamber phenotype data. Columns are phenotypes as described in the manuscript methods (with corresponding units).

Bromus_tectorum_common_gardens_data: contains individual-level flowering time and fitness data for 2 replicated common gardens across 2 years + metadata explaining column names.

angsd2vcf_workflow.sh: contains examples of the code used to analyze next generation sequencing (NGS) data; from mapped (bam) files to the final imputed variant call format (vcf) used for subsequent analyses. Subsequent analyses can be reproduced using the procedures described in the manuscript methods and supplementary methods.

Bromus_tectorum_genomic_data: contains genomic files with genotype likelihoods (beagle.gz) used for NGSadmix and PCAngsd, SNP calls used for GWAS (filtered.vcf.gz and filtered.gds), and SNP calls used for other population genetic structure analyses (LDfiltered.vcf.gz and LDfiltered.gds). To unarchive this folder use: tar -xzvf Bromus_tectorum_genomic_data.tar.gz

GeneticGeographicClimateDistance: contains estimated genetic (dissimilarity and shared fraction of genome-wide SNP alleles), geographic (km), and climatic distances (Euclidian, based on PC1 and PC2 of 52 CHELSA climate variables) for native and invaded pairs of genotypes. Also for pairs of genotypes from eastern North America (ENA), western North America (WNA), NCE Europe, Mediterranean, and W Asia.
DOI: 10.6084/m9.figshare.29367845.v1
title: Local adaptation to climate has facilitated the global invasion of cheatgrass

description: Data and code for Local adaptation to climate facilitates a global invasion.

Bromus_tectorum_growth_chamber_phenotypes: contains individual-level growth chamber phenotype data. Columns are phenotypes as described in the manuscript methods (with corresponding units).

Bromus_tectorum_common_gardens_data: contains individual-level flowering time and fitness data for 2 replicated common gardens across 2 years + metadata explaining column names.

angsd2vcf_workflow.sh: contains examples of the code used to analyze next generation sequencing (NGS) data; from mapped (bam) files to the final imputed variant call format (vcf) used for subsequent analyses. Subsequent analyses can be reproduced using the procedures described in the manuscript methods and supplementary methods.

Bromus_tectorum_genomic_data: contains genomic files with genotype likelihoods (beagle.gz) used for NGSadmix and PCAngsd, SNP calls used for GWAS (filtered.vcf.gz and filtered.gds), and SNP calls used for other population genetic structure analyses (LDfiltered.vcf.gz and LDfiltered.gds). To unarchive this folder use: tar -xzvf Bromus_tectorum_genomic_data.tar.gz

GeneticGeographicClimateDistance: contains estimated genetic (dissimilarity and shared fraction of genome-wide SNP alleles), geographic (km), and climatic distances (Euclidian, based on PC1 and PC2 of 52 CHELSA climate variables) for native and invaded pairs of genotypes. Also for pairs of genotypes from eastern North America (ENA), western North America (WNA), NCE Europe, Mediterranean, and W Asia.
DOI: 10.15468/dl.qfmkda
title: Occurrence Download

description: A dataset containing 921 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "TaxonKey is Ephemeroptera",
 "Year 2015-2025"
 ]
}

 The dataset includes 921 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001848-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17455998
title: Transcriptions of CORMA: Corpus Oral de Madrid

description: The CORMA project was created to document spontaneous conversational Spanish as it is currently spoken in Madrid.

It is defined by the following features:



It represents a corpus of linguistic interactions in everyday settings and activities

It is characterized by a high degree of situational and sociolinguistic variation, with a representative number of participants of both sexes, different generations, and different socio-cultural levels

It is a corpus of oral, conversational, and colloquial speech, meaning that participants interact immediately, face-to-face, engaging in dialogues that are primarily cooperative, with a high degree of dynamism

It is a corpus of spontaneous speech, obtained mainly through ordinary techniques
DOI: 10.6084/m9.figshare.28737242
title: A large dataset of bone marrow cells in myelodysplastic syndrome for classification systems

description: A large dataset of bone marrow cells in myelodysplastic syndrome is presented in a zip file. The root directory contains 2 folders. In each folder, images are grouped by cell classification. Image names are fomatted with cell classification and an index. And each folder contains a .csv file listing image paths and corresponding information.
DOI: 10.6084/m9.figshare.28737242.v1
title: A large dataset of bone marrow cells in myelodysplastic syndrome for classification systems

description: A large dataset of bone marrow cells in myelodysplastic syndrome is presented in a zip file. The root directory contains 2 folders. In each folder, images are grouped by cell classification. Image names are fomatted with cell classification and an index. And each folder contains a .csv file listing image paths and corresponding information.
DOI: 10.5281/zenodo.17455997
title: Transcriptions of CORMA: Corpus Oral de Madrid

description: The CORMA project was created to document spontaneous conversational Spanish as it is currently spoken in Madrid.

It is defined by the following features:



It represents a corpus of linguistic interactions in everyday settings and activities

It is characterized by a high degree of situational and sociolinguistic variation, with a representative number of participants of both sexes, different generations, and different socio-cultural levels

It is a corpus of oral, conversational, and colloquial speech, meaning that participants interact immediately, face-to-face, engaging in dialogues that are primarily cooperative, with a high degree of dynamism

It is a corpus of spontaneous speech, obtained mainly through ordinary techniques
DOI: 10.15468/dl.vd2rmx
title: Occurrence Download

description: A dataset containing 861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Phylloscopus subaffinis",
 "Year 2024-2025"
 ]
}

 The dataset includes 861 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001850-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egamsy
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetophoma",
 "HasCoordinate is true"
 ]
}

 The dataset includes 113 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001849-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28813250
title: Electric field-tunable ferromagnetism in a Van der Waals semiconductor up to room temperature

description: The file includes the data for the plot of the main figures in the paper.
DOI: 10.6084/m9.figshare.28813250.v1
title: Electric field-tunable ferromagnetism in a Van der Waals semiconductor up to room temperature

description: The file includes the data for the plot of the main figures in the paper.
DOI: 10.15468/dl.krydj6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crinitospora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001851-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9k4j8
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((42.04058 -25.92001,88.38998 -25.92001,88.38998 -7.37227,42.04058 -7.37227,42.04058 -25.92001))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Schoenoplectiella corymbosa"
 ]
}

 The dataset includes 57 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001852-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15269446
title: The joint inversion results of the receiver functions and apparent S-wave velocities in the central-southern segment of Tanlu fault zone

description: The folder contains: README, Discontinuities.txt and Velocity_model.

README:Description of the data file

Discontinuities.txt:This text file contains data related to discontinuities, with the meaning of each column listed in the first row of the file.

Velocity_model:This folder contains text files named station names, each representing the inverted velocity model for the corresponding station. The first line of each text file indicates the latitude and longitude of the station. From the second line to the last line, the velocity model is represented as follows: the first column indicates depth, the second column represents Vs (shear wave velocity), the third column indicates the error of Vs, the fourth column represents Vp, and the fifth column indicates the ratio Vp/Vs.
DOI: 10.5281/zenodo.17534707
title: A Quantitative Analysis of Global Artificial Intelligence-related Medical Studies: An Urgent Call for More, and Better Randomized Controlled Trials

description: This study-level dataset underpins the scoping review “A Quantitative Analysis of Global Artificial Intelligence-related Medical Studies: An Urgent Call for More, and Better Randomized Controlled Trials.” It includes all 4,667 primary studies with a substantial AI component that were extracted from 218 systematic reviews of medical AI published between 2012 and 2024. Each row corresponds to one primary study and contains standardized variables describing: bibliographic information (review ID, first author, publication year), research stage along the AI development pathway (preclinical development/offline validation, early live clinical evaluation, comparative prospective evaluation/RCT), medical specialty (mapped to first-level ICD-11 categories), country/region, center type (single center, single-country multicenter, multinational multicenter), sample size, and the AI role in clinical practice (diagnostic yield/performance, clinical decision-making, care management, patient behavior/symptoms). For studies identified as randomized controlled trials, additional fields capture design characteristics (e.g., comparator type, randomization unit), primary outcome type and direction of effect, and self-reported adherence to reporting guidelines. The dataset contains no patient-level data and only includes information available from published articles. It is intended to facilitate secondary analyses of temporal trends, geographic and specialty concentration, study design features, and reporting practices in medical AI research, and to support methodological, policy, and implementation work aimed at improving the evidence base for AI in healthcare.
DOI: 10.5281/zenodo.17668643
title: A Quantitative Analysis of Global Artificial Intelligence-related Medical Studies: An Urgent Call for More, and Better Randomized Controlled Trials

description: This study-level dataset underpins the scoping review “A Quantitative Analysis of Global Artificial Intelligence-related Medical Studies: An Urgent Call for More, and Better Randomized Controlled Trials.” It includes all 4,667 primary studies with a substantial AI component that were extracted from 218 systematic reviews of medical AI published between 2012 and 2024. Each row corresponds to one primary study and contains standardized variables describing: bibliographic information (review ID, first author, publication year), research stage along the AI development pathway (preclinical development/offline validation, early live clinical evaluation, comparative prospective evaluation/RCT), medical specialty (mapped to first-level ICD-11 categories), country/region, center type (single center, single-country multicenter, multinational multicenter), sample size, and the AI role in clinical practice (diagnostic yield/performance, clinical decision-making, care management, patient behavior/symptoms). For studies identified as randomized controlled trials, additional fields capture design characteristics (e.g., comparator type, randomization unit), primary outcome type and direction of effect, and self-reported adherence to reporting guidelines. The dataset contains no patient-level data and only includes information available from published articles. It is intended to facilitate secondary analyses of temporal trends, geographic and specialty concentration, study design features, and reporting practices in medical AI research, and to support methodological, policy, and implementation work aimed at improving the evidence base for AI in healthcare.
DOI: 10.15468/dl.qdddpr
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001853-251120083545085/datasets/export for details.
DOI: 10.15468/dl.3d8rpx
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Phyllostachys aureosulcata"
 ]
}

 The dataset includes 49 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001855-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17668573
title: State Crisis Theory Roman Republic Population

description: Records low and high estimates of the total population of the Roman state, specifically including all citizens and noncitizens both free and slave. The datasheet also compiles: the reported census numbers; low and high estimates for the number of Roman population; low and high estimates for the slave population; low and high estimates for the Italian free population; and low and high estimates for the Italian population
DOI: 10.5281/zenodo.17668574
title: State Crisis Theory Roman Republic Population

description: Records low and high estimates of the total population of the Roman state, specifically including all citizens and noncitizens both free and slave. The datasheet also compiles: the reported census numbers; low and high estimates for the number of Roman population; low and high estimates for the slave population; low and high estimates for the Italian free population; and low and high estimates for the Italian population
DOI: 10.34740/kaggle/dsv/13814212
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.q3y74h
title: Occurrence Download

description: A dataset containing 1250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrodontium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1250 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001856-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17668516
title: China ICESat-2 Beach Slopes

description: This dataset presents an automated method based on the ICESat-2 ATL03 photon product for estimating sandy beach slopes across China by integrating shoreline-orthogonal correction, adaptive photon clustering, and Fourier-based slope inversion. Using this framework, we derived the slopes of 688 coastal profiles from 243 sandy beaches, achieving high accuracy when validated against RTK-GNSS and DEM-derived reference data (RMSE = 0.012, R² = 0.89). This approach provides the first national-scale characterization of China’s beach slopes and offers a transferable solution for global coastal-slope estimation using ICESat-2 data.
DOI: 10.5281/zenodo.17668517
title: China ICESat-2 Beach Slopes

description: This dataset presents an automated method based on the ICESat-2 ATL03 photon product for estimating sandy beach slopes across China by integrating shoreline-orthogonal correction, adaptive photon clustering, and Fourier-based slope inversion. Using this framework, we derived the slopes of 688 coastal profiles from 243 sandy beaches, achieving high accuracy when validated against RTK-GNSS and DEM-derived reference data (RMSE = 0.012, R² = 0.89). This approach provides the first national-scale characterization of China’s beach slopes and offers a transferable solution for global coastal-slope estimation using ICESat-2 data.