cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/2e0f-m552
title: Jigsaw Lake testate amoebae surface sample dataset

description: Raw data for the Jigsaw Lake testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.29038031
title: SupplementaryVideo_1.mp4

description: GNE myopathy is a progressive distal myopathy typically manifested in late teens to thirties. We described the effects of bilateral upper-extremity hybrid assistive limb (HAL) rehabilitation in patients with GNE myopathy. We described a case series of 6 patients with GNE myopathy. Among them, five patients underwent bilateral upper-extremity HAL rehabilitation during a two-week hospitalization. All patients showed elevated PaCO2 levels, with four exhibiting reduced expiratory muscle strength. Sleep apnea screening revealed elevated apnea-hypopnea indices in three cases and low minimum SpO<sub>2</sub> in four. HAL rehabilitation resulted in significant improvements in upper extremity strength scores, elbow flexion repetitions, and overall upper limb motor function. No significant changes in CK levels were observed. While further research is needed to assess long-term effects and underlying mechanisms, these findings suggest potential benefits of HAL rehabilitation for neuromuscular diseases with upper-limb weakness.
DOI: 10.21233/4k1a-w085
title: Upper diatom surface sample dataset

description: Raw data for the Upper diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15373732
title: Experimental data for KrF exciplexes formation in low temperature plasmas created in various gas mixtures

description: Krypton fluoride exciplexes are short-lived species that do not form stable molecules in the ground state. One method that can lead to the formation of exciplexes is a source based on gas targets and pulsed lasers. The work focuses on mixture gases investigated using radiation pulses from Xe–He gas puff target and laser-produced plasma. UV/VIS spectroscopy was used in the 200–780nm range as a diagnostic tool. The experimental data.zip file contains results of spectral measurements.
DOI: 10.5281/zenodo.15373733
title: Experimental data for KrF exciplexes formation in low temperature plasmas created in various gas mixtures

description: Krypton fluoride exciplexes are short-lived species that do not form stable molecules in the ground state. One method that can lead to the formation of exciplexes is a source based on gas targets and pulsed lasers. The work focuses on mixture gases investigated using radiation pulses from Xe–He gas puff target and laser-produced plasma. UV/VIS spectroscopy was used in the 200–780nm range as a diagnostic tool. The experimental data.zip file contains results of spectral measurements.
DOI: 10.21233/wq8a-t145
title: Mukhrino Mire Complex testate amoebae surface sample dataset

description: Raw data for the Mukhrino Mire Complex testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15387208
title: Thales was right, obs experiment
DOI: 10.5281/zenodo.15387209
title: Thales was right, obs experiment
DOI: 10.6084/m9.figshare.29038106
title: Solar EUV irradiances, their variations with the solar cycle and a new model

description: Measuring the long-term variability of solar EUV/UV irradiances is needed for e.g. studying the Sun’s influence on space weather, satellite drag and for solar studies. However, direct measurements remain limited, making predictive modelling crucial. We have found linear correlations between EUV daily spectral irradiances obtained from SOHO/CDS and SDO/EVE and solar proxies of activity, such as the F10.7, F30 cm radio fluxes and the Mg II index over several solar cycles, analysing data from 1998 until 2024. We confirm previous findings in that the F30 and the Mg II indexes are better, and that the variations increase with the formation temperature of the lines; the transition region lines show very little variations, except the hydrogen and helium lines. A code to predict the EUV irradiances of the main lines is provided. Relatively good agreement between the CDS and EVE irradiances is found, but significant differences with historical measurements are found in some EVE lines, especially at the longer wavelengths. Using the atomic data we made available in CHIANTI v.11 and the correlations with the proxies, we are building a new model to predict the lines and continua in the whole EUV spectral range covered by SDO/EVE.<br><br><b>Speaker:</b><br>Evangelia Deliporanidou (<i>DAMTP, University of Cambridge</i>)<br><br><b>Link to ESPOS webpage:</b><br>https://espos.stream/2025/05/08/Deliporanidou/
DOI: 10.6084/m9.figshare.29038106.v1
title: Solar EUV irradiances, their variations with the solar cycle and a new model

description: Measuring the long-term variability of solar EUV/UV irradiances is needed for e.g. studying the Sun’s influence on space weather, satellite drag and for solar studies. However, direct measurements remain limited, making predictive modelling crucial. We have found linear correlations between EUV daily spectral irradiances obtained from SOHO/CDS and SDO/EVE and solar proxies of activity, such as the F10.7, F30 cm radio fluxes and the Mg II index over several solar cycles, analysing data from 1998 until 2024. We confirm previous findings in that the F30 and the Mg II indexes are better, and that the variations increase with the formation temperature of the lines; the transition region lines show very little variations, except the hydrogen and helium lines. A code to predict the EUV irradiances of the main lines is provided. Relatively good agreement between the CDS and EVE irradiances is found, but significant differences with historical measurements are found in some EVE lines, especially at the longer wavelengths. Using the atomic data we made available in CHIANTI v.11 and the correlations with the proxies, we are building a new model to predict the lines and continua in the whole EUV spectral range covered by SDO/EVE.<br><br><b>Speaker:</b><br>Evangelia Deliporanidou (<i>DAMTP, University of Cambridge</i>)<br><br><b>Link to ESPOS webpage:</b><br>https://espos.stream/2025/05/08/Deliporanidou/
DOI: 10.21233/zypk-6y98
title: Hayes [23VE4] vertebrate fauna dataset

description: Raw data for the Hayes [23VE4] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.12582620
title: Model outputs of "Sediment-Induced Density Gradients as a Suppressor of Lateral Circulation in Highly Turbid Estuaries"

description: These NetCDF files contain model data of Scenarios 01~05 used in the study "Sediment-Induced Density Gradients as a Suppressor of Lateral Circulation in Highly Turbid Estuaries".
DOI: 10.21233/fge1-ck61
title: Lander Shelter [23SN245] vertebrate fauna dataset

description: Raw data for the Lander Shelter [23SN245] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.zs2b8b
title: Occurrence Download

description: A dataset containing 556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-49.97339 -7.67544,80.82841 -7.67544,80.82841 48.33868,-49.97339 48.33868,-49.97339 -7.67544))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Raja radula Delaroche, 1809"
 ]
}

 The dataset includes 556 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026168-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/8p48-9q65
title: Gorgo Basso charcoal dataset

description: Raw data for the Gorgo Basso charcoal dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.gghsvc
title: Occurrence Download

description: A dataset containing 8683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spea bombifrons (Cope, 1863)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8683 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026167-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtqbeq
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera onca (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-90 14, -80 14, -80 22, -90 22, -90 14))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2010"
 ]
}

 The dataset includes 99 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026169-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/cvpb-wy95
title: New Croton Reservoir diatom bottom sample dataset

description: Raw data for the New Croton Reservoir diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/8z1j-yz58
title: Surmene Agacbasi Yaylasi testate amoebae surface sample dataset

description: Raw data for the Surmene Agacbasi Yaylasi testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/san3-5915
title: Richmond diatom surface sample dataset

description: Raw data for the Richmond diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/3xbf-6g44
title: LDDsite6191 water chemistry dataset

description: Raw data for the LDDsite6191 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/r9by-nj49
title: Little Driftwood River water chemistry dataset

description: Raw data for the Little Driftwood River water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.nhx2sz
title: Occurrence Download

description: A dataset listing the 2146217 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "Year 1990-2025"
 ]
}

 The dataset's 2146217 records were derived from 60521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026158-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9yhdz
title: Occurrence Download

description: A dataset containing 1269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum miliaceum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1269 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084469-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16671592
title: System Design and Algorithm Optimization of Large Language Model Based on Knowledge Graph in Rumor Detection

description: The widespread dissemination of misinformation makes finding new methods that combine unstructured text mining and relational data critically important. This work introduces KG-RumorDetect, a framework that combines Knowledge Graphs (KGs) with Large Language Models (LLMs) for improved rumour detection. We employ transformer-based language modelling and sophisticated Knowledge Graph integration, graph neural networks, TransE, DistMult and RotatE knowledge graph embeddings, multi-modal fusion, and end-to-end joint learning. To enhance performance and efficiency further, we apply optimisation techniques such as knowledge distillation, model pruning, quantisation, mixed precision training, dynamic learning rate gradient clipping, and sparse attention with gradual weight adjustment. Extensive experiments confirm that KG-RumorDetect can achieve high detection accuracy while significantly lowering the computational cost, making it a reliable and efficient option for real-time misinformation detection.
DOI: 10.5281/zenodo.16671590
title: System Design and Algorithm Optimization of Large Language Model Based on Knowledge Graph in Rumor Detection

description: The widespread dissemination of misinformation makes finding new methods that combine unstructured text mining and relational data critically important. This work introduces KG-RumorDetect, a framework that combines Knowledge Graphs (KGs) with Large Language Models (LLMs) for improved rumour detection. We employ transformer-based language modelling and sophisticated Knowledge Graph integration, graph neural networks, TransE, DistMult and RotatE knowledge graph embeddings, multi-modal fusion, and end-to-end joint learning. To enhance performance and efficiency further, we apply optimisation techniques such as knowledge distillation, model pruning, quantisation, mixed precision training, dynamic learning rate gradient clipping, and sparse attention with gradual weight adjustment. Extensive experiments confirm that KG-RumorDetect can achieve high detection accuracy while significantly lowering the computational cost, making it a reliable and efficient option for real-time misinformation detection.
DOI: 10.5281/zenodo.16341200
title: conda virtual environments

description: This dataset includes the conda virtual environments.
DOI: 10.5281/zenodo.16341201
title: conda virtual environments

description: This dataset includes the conda virtual environments.
DOI: 10.15468/dl.nv99yq
title: Occurrence Download

description: A dataset containing 434796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Juncus articulatus"
 ]
}

 The dataset includes 434796 records from 1716 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084388-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zn8a4h
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera yunnanensis"
 ]
}

 The dataset includes 154 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084986-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqjnzt
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084987-250717081556266/datasets/export for details.
DOI: 10.15468/dl.dtn9z9
title: Occurrence Download

description: A dataset containing 1604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Descurainia pinnata (Walter) Britton",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1604 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007958-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwd2ds
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cortaderia jubata (Lemoine) Stapf",
 "Country is Ecuador"
 ]
}

 The dataset includes 146 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007959-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vm3az5
title: Occurrence Download

description: A dataset containing 31274 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus pardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 31274 records from 427 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005885-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.patnp3
title: Occurrence Download

description: A dataset containing 991 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Licania arborea Seem."
 ]
}

 The dataset includes 991 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005887-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qudyke
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saint Pierre and Miquelon",
 "ScientificName is Urtica dioica"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005895-250525065834625/datasets/export for details.
DOI: 10.17632/xwjsgfzh83
title: Saudi ESB Dataset

description: This dataset contains 10,000 synthetic samples for training and evaluating AI systems 
for Saudi Arabia's End-of-Service Benefits (ESB) calculation under Saudi Labour Law 
(Royal Decree M/51, 2005; amended 2015). The dataset systematically models real-world 
legal consultation complexities absent from existing legal AI benchmarks.

KEY FEATURES:
- 10,000 query-response pairs (8,000 train / 1,000 validation / 1,000 test)
- Six complexity tiers: Standard cases (60%), Incomplete information (15%), Conflicting 
 evidence (10%), Legal interpretation (5%), Multi-step reasoning (5%), Adversarial (5%)
- Explicit uncertainty modeling with confidence scores (0-1 scale)
- Coverage: 16 Saudi Labour Law articles (74-88, 137-138, 234), 35 termination scenarios
- 2,000 multi-turn conversations (20% of dataset)
- Empirically grounded: Distributions derived from 47,382 real ESB cases (Saudi Ministry 
 of Human Resources, 2019-2023), 3,847 labor court disputes, and HR consultant interviews (n=23)

DATA STRUCTURE:
Each sample includes:
- Query: Natural language employee profile with service years, salary, termination type
- Ground truth: ESB amount (SAR), applicable legal articles, calculation steps
- Confidence score: 0-1 scale reflecting query ambiguity
- Complexity tier: 1-6 classification
- Metadata: Employee demographics, termination scenario, multi-turn conversation flag

VALIDATION:
- 97.3% pass rate on 12 automated validation checks
- Expert validation by Saudi labor law professionals
- Stratified sampling ensures representativeness across termination scenarios

APPLICATIONS:
- Training legal AI systems for ESB calculation
- Benchmarking uncertainty quantification methods
- Evaluating robustness to incomplete information and adversarial inputs
- Research on parameter-efficient fine-tuning and retrieval-augmented generation

LIMITATIONS:
- Synthetic data (not actual legal cases) due to privacy constraints
- Focused on ESB calculation only (16 of 245 Saudi Labour Law articles)
- Requires domain expertise for interpretation and application



LICENSE: CC BY 4.0 (recommended - allows reuse with attribution)

DATA FORMAT: JSON Lines (.jsonl) with structured fields for programmatic access