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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Morlockia ondinae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057790-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.10430416
title: DOPAMICS | Geaoarchaeology Data

description: This dataset provides geoarchaeology data acquired as part of the ERC-funded DOPAMICS research program. It results from the 

Standardized Protocol for Soil Survey and Archaeological Diagnosis for the DOPAMICS Research Program, which is available on protocols.io under DOI: dx.doi.org/10.17504/protocols.io.14egn768pv5d/v1/.

DOPAMICS website : https://dopamics.wordpress.com/
description: DOPAMICS is funded by the European Union under grant no. 101039272. Views and opinions expressed are those of the authors only and do not necessarily reflect those of the European Union or the European Research Council Executive Agency (ERCEA). Neither the European Union nor the  granting authority can be held responsible for them.
DOI: 10.5281/zenodo.17286018
title: DOPAMICS | Geaoarchaeology Data

description: This dataset provides geoarchaeology data acquired as part of the ERC-funded DOPAMICS research program. It results from the 

Standardized Protocol for Soil Survey and Archaeological Diagnosis for the DOPAMICS Research Program, which is available on protocols.io under DOI: dx.doi.org/10.17504/protocols.io.14egn768pv5d/v1/.

DOPAMICS website : https://dopamics.wordpress.com/
description: DOPAMICS is funded by the European Union under grant no. 101039272. Views and opinions expressed are those of the authors only and do not necessarily reflect those of the European Union or the European Research Council Executive Agency (ERCEA). Neither the European Union nor the  granting authority can be held responsible for them.
DOI: 10.5517/ccdc.csd.cc2ngjzn
title: CCDC 2456842: Experimental Crystal Structure Determination

description: Related Article: Menglei Zhang|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ngk1r
title: CCDC 2456844: Experimental Crystal Structure Determination

description: Related Article: Menglei Zhang|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ngk2s
title: CCDC 2456845: Experimental Crystal Structure Determination

description: Related Article: Menglei Zhang|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ngk7y
title: CCDC 2456850: Experimental Crystal Structure Determination

description: Related Article: Menglei Zhang|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ngk8z
title: CCDC 2456851: Experimental Crystal Structure Determination

description: Related Article: Menglei Zhang|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nglzq
title: CCDC 2456904: Experimental Crystal Structure Determination

description: Related Article: Rajkumar Misra|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nhfrc
title: CCDC 2457703: Experimental Crystal Structure Determination

description: Related Article: Keyi Huyan|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.8av9a3
title: Occurrence Download

description: A dataset containing 2093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mediodactylus kotschyi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2093 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057792-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzhvdr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caprimulgiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 -90,30 -90,30 -60,0 -60,0 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057791-250920141307145/datasets/export for details.
DOI: 10.17632/6nt4yp7db8
title: Nursing Education and Policy Integration: A Systematic Synthesis of Global Evidence (2000–2025) Lessons for Curriculum Reform and Disaster Preparedness

description: This study, titled “Nursing Education and Policy Integration: A Systematic Synthesis of Global Evidence (2000–2025)”, aimed to synthesize twenty-five years of global evidence examining how nursing education frameworks and national policy systems interact to improve disaster preparedness, workforce resilience, and curriculum reform. The research was designed to identify effective strategies that align nursing education with evolving health-system priorities and to generate policy recommendations for sustainable capacity building in healthcare institutions.

Methods

A systematic synthesis was conducted following the PRISMA 2020 guidelines. Comprehensive searches were performed in PubMed, Scopus, Web of Science, CINAHL, and regional databases for studies published between 2000 and 2025. Grey literature and institutional policy reports were also included to capture non-indexed sources. After screening and eligibility assessment, 32 studies met inclusion criteria. Each was appraised for methodological quality using the Joanna Briggs Institute (JBI) critical appraisal tools, ensuring rigor across quantitative, qualitative, and mixed-methods designs. Data extraction covered bibliographic metadata, study setting, design, interventions, and outcomes related to educational integration and policy implementation. A mixed-methods synthesis combined narrative thematic analysis with descriptive statistics.

Results

The synthesis revealed three major trends:
 1. Curricular integration of disaster preparedness and policy literacy significantly enhanced nurses’ decision-making and leadership during crises.
 2. Simulation-based learning and interprofessional training were consistently linked to higher preparedness scores and lower anxiety in emergency contexts.
 3. Institutional and national policy alignment between ministries of health and education led to more sustainable workforce development programs.

Overall, the study concludes that systematic policy-education integration strengthens health-system readiness, promotes professional resilience, and supports long-term disaster preparedness among nurses. The findings provide empirical and policy foundations for embedding Nursing Disaster Management Units (NDMUs) and structured simulation frameworks within national curricula.
DOI: 10.17632/6nt4yp7db8.1
title: Nursing Education and Policy Integration: A Systematic Synthesis of Global Evidence (2000–2025) Lessons for Curriculum Reform and Disaster Preparedness

description: This study, titled “Nursing Education and Policy Integration: A Systematic Synthesis of Global Evidence (2000–2025)”, aimed to synthesize twenty-five years of global evidence examining how nursing education frameworks and national policy systems interact to improve disaster preparedness, workforce resilience, and curriculum reform. The research was designed to identify effective strategies that align nursing education with evolving health-system priorities and to generate policy recommendations for sustainable capacity building in healthcare institutions.

Methods

A systematic synthesis was conducted following the PRISMA 2020 guidelines. Comprehensive searches were performed in PubMed, Scopus, Web of Science, CINAHL, and regional databases for studies published between 2000 and 2025. Grey literature and institutional policy reports were also included to capture non-indexed sources. After screening and eligibility assessment, 32 studies met inclusion criteria. Each was appraised for methodological quality using the Joanna Briggs Institute (JBI) critical appraisal tools, ensuring rigor across quantitative, qualitative, and mixed-methods designs. Data extraction covered bibliographic metadata, study setting, design, interventions, and outcomes related to educational integration and policy implementation. A mixed-methods synthesis combined narrative thematic analysis with descriptive statistics.

Results

The synthesis revealed three major trends:
 1. Curricular integration of disaster preparedness and policy literacy significantly enhanced nurses’ decision-making and leadership during crises.
 2. Simulation-based learning and interprofessional training were consistently linked to higher preparedness scores and lower anxiety in emergency contexts.
 3. Institutional and national policy alignment between ministries of health and education led to more sustainable workforce development programs.

Overall, the study concludes that systematic policy-education integration strengthens health-system readiness, promotes professional resilience, and supports long-term disaster preparedness among nurses. The findings provide empirical and policy foundations for embedding Nursing Disaster Management Units (NDMUs) and structured simulation frameworks within national curricula.
DOI: 10.34740/kaggle/dsv/13289349
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17632/m9yfr2mszw
title: A Gold-Standard Dataset for Benchmarking Balinese Extractive and Abstractive Text Summarization

description: 1. Research Hypothesis and Data Scope
The central hypothesis guiding the creation of the BaliSummarization dataset is that the development of robust Balinese text summarization models—both extractive and abstractive—requires a high-quality, large-scale, and genre-diverse gold-standard resource, which is currently non-existent for this low-resource language. This dataset addresses this gap by providing human-generated reference summaries, enabling direct benchmarking for sequence-to-sequence (abstractive) and sequence-labeling (extractive) summarization tasks. The data is categorized into six distinct genres: articles, speeches (as known as Pidarta), and various forms of Balinese narrative (as known as Satua Bali), ensuring comprehensive coverage of linguistic variations across textual domains.

2. Data Overview and Interpretation
The dataset includes three distinct categories: article or news, formal speech, and traditional folklore. These categories provide document-summaries, with the first category comprising articles, the second category being formal speech, and the last category being folklore. he data demonstrates a significant variance in document length, ranging from an average of 12.6 sentences/208.7 words (articlebats) to 73.8 sentences/1108.9 words (satuabaliweb), necessitating summarization models capable of handling extreme input lengths. The quality of human-generated reference summaries was validated using metrics like ROUGE-1, ROUGE-2, ROUGE-L, BLEU, and Cosine Similarity (FastText-based Embedding). We incorporated two metrics to validate our extractive summaries, i.e Fleiss's Kappa and Krippendorff's Alpha. Both of them resulting almost perfect agreement in all categories.

3. Notable Findings for Abstractive IAA score
All categories achieved extremely high Cosine Similarity scores (above 0.91 across all annotation phases), significantly exceeding the 0.5 threshold. This indicates that annotators maintained a near-perfect consensus on the core meaning, topic, and semantic content of the summaries, despite using different phraseology. The primary challenge observed was low lexical overlap in bigrams (ROUGE-2), particularly for the articlebats, articlemlft, and pidarta categories, which failed to meet the 0.2 threshold in the independent phase. This suggests high linguistic variability in sentence construction when abstracting short or formal texts. The long narrative texts (folklore) and the articlesuara successfully passed all five IAA thresholds in the independent annotation, confirming their high reliability and serving as the most robust reference data within the collection.
DOI: 10.17632/m9yfr2mszw.1
title: A Gold-Standard Dataset for Benchmarking Balinese Extractive and Abstractive Text Summarization

description: 1. Research Hypothesis and Data Scope
The central hypothesis guiding the creation of the BaliSummarization dataset is that the development of robust Balinese text summarization models—both extractive and abstractive—requires a high-quality, large-scale, and genre-diverse gold-standard resource, which is currently non-existent for this low-resource language. This dataset addresses this gap by providing human-generated reference summaries, enabling direct benchmarking for sequence-to-sequence (abstractive) and sequence-labeling (extractive) summarization tasks. The data is categorized into six distinct genres: articles, speeches (as known as Pidarta), and various forms of Balinese narrative (as known as Satua Bali), ensuring comprehensive coverage of linguistic variations across textual domains.

2. Data Overview and Interpretation
The dataset includes three distinct categories: article or news, formal speech, and traditional folklore. These categories provide document-summaries, with the first category comprising articles, the second category being formal speech, and the last category being folklore. he data demonstrates a significant variance in document length, ranging from an average of 12.6 sentences/208.7 words (articlebats) to 73.8 sentences/1108.9 words (satuabaliweb), necessitating summarization models capable of handling extreme input lengths. The quality of human-generated reference summaries was validated using metrics like ROUGE-1, ROUGE-2, ROUGE-L, BLEU, and Cosine Similarity (FastText-based Embedding). We incorporated two metrics to validate our extractive summaries, i.e Fleiss's Kappa and Krippendorff's Alpha. Both of them resulting almost perfect agreement in all categories.

3. Notable Findings for Abstractive IAA score
All categories achieved extremely high Cosine Similarity scores (above 0.91 across all annotation phases), significantly exceeding the 0.5 threshold. This indicates that annotators maintained a near-perfect consensus on the core meaning, topic, and semantic content of the summaries, despite using different phraseology. The primary challenge observed was low lexical overlap in bigrams (ROUGE-2), particularly for the articlebats, articlemlft, and pidarta categories, which failed to meet the 0.2 threshold in the independent phase. This suggests high linguistic variability in sentence construction when abstracting short or formal texts. The long narrative texts (folklore) and the articlesuara successfully passed all five IAA thresholds in the independent annotation, confirming their high reliability and serving as the most robust reference data within the collection.
DOI: 10.15468/dl.zrakvt
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia nevadensis nevadensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 126 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057794-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdgyj8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caprimulgiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-30 -90,0 -90,0 -60,-30 -60,-30 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057793-250920141307145/datasets/export for details.
DOI: 10.15468/dl.5y5s2r
title: Occurrence Download

description: A dataset containing 7803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Enteromius profundus, Xenoclarias eupogon, Oreochromis variabilis, Lacustricola margaritatus, Alestes, Enteromius magdalenae, Enteromius nyanzae, Enteromius yongei, Petrocephalus degeni, Oreochromis esculentus, Brachyalestes jacksonii, Enteromius sexradiatus, Labeo victorianus, Rastrineobola argentea, Nothobranchius robustus, Nothobranchius ugandensis, Clarias alluaudi, Oreochromis leucostictus, Oreochromis grahami, Astatotilapia burtoni, Maylandia aurora, Chiloglanis kazumbei, Orthochromis malagaraziensis, Nothobranchius moameensis, Clariallabes mutsindoziensis, Protopterus aethiopicus, Nothobranchius derhami, Lacustricola bukobanus, Labeobarbus acuticeps, Gobius scorteccii, Nothobranchius fasciatus, Nothobranchius venustus, Kneria rukwaensis, Nothobranchius geminus, Nothobranchius kilomberoensis, Nothobranchius lucius, Petersius conserialis, Oreochromis alcalicus, Amphilius pedunculus, Nothobranchius streltsovi, Amphilius lujani, Nothobranchius itigiensis, Nothobranchius hoermanni, Nothobranchius torgashevi, Nothobranchius nubaensis, Enteromius innocens, Nothobranchius taeniopygus, Astatoreochromis alluaudi, Micropanchax fuelleborni, Ageneiogarra imberba, Odontobutis sinensis, Sinobdella sinensis, Salanx chinensis, Monopterus albus, Channa limbata, Salvelinus neiva, Luciogobius fonticola, Rhinogobius telma, Barbatula altayensis, Barbatula tomiana, Sinocyclocheilus aluensis, Barbatula toni, Squalidus mantschuricus, Salvelinus vasiljevae, Rhodeus mantschuricus, Thymallus tugarinae, Thymallus grubii, Sarcocheilichthys lacustris, Microphysogobio amurensis, Misgurnus nikolskyi, Pungitius bussei, Tachysurus brashnikowi, Chanodichthys abramoides, Tachysurus ussuriensis, Misgurnus mohoity, Tachysurus nitidus, Sarcocheilichthys sciistius, Sinocyclocheilus anshuiensis, Cyprinus bajiangensis, Pseudogastromyzon, Sinocyclocheilus angustiporus, Triplophysa zhenfengensis, Leuciscus merzbacheri, Thymallus burejensis, Gobiobotia longibarba, Sinocyclocheilus mashanensis, Sinocyclocheilus aquihornes)",
 "HasCoordinate is true",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 7803 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057796-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17285028
title: Anonymized hand-wrist radiographs for skeletal maturity assessment

description: This dataset includes anonymized hand-wrist radiographs and corresponding maturity stage labels used in a study investigating skeletal maturation using image-based analysis.
DOI: 10.5281/zenodo.17285029
title: Anonymized hand-wrist radiographs for skeletal maturity assessment

description: This dataset includes anonymized hand-wrist radiographs and corresponding maturity stage labels used in a study investigating skeletal maturation using image-based analysis.
DOI: 10.15468/dl.ztzbwx
title: Occurrence Download

description: A dataset listing the 247 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Rwanda",
 "IucnRedListCategory is one of (CR, EN, VU, NT)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 247 records were derived from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057760-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ubgah
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057798-250920141307145/datasets/export for details.