cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/zwgy67bw3r.1
title: Global Groundwater Isotope Dataset

description: This dataset contains 94,292 groundwater hydrogen-oxygen stable isotope measurements, sourced from three components: 77,740 website records, 15,791 reference literature entries, and 761 field measurements. The National Water Information System (NWIS) of the U.S. Geological Survey (USGS) primarily provides groundwater isotope data within the United States, while the Global Natural Isotopes in Precipitation (GNIP/WIS) database mainly covers limited regions including the United States, Western Europe, and South Africa, with relatively sparse global coverage. To enhance spatial completeness, we integrated published isotope observation data, significantly expanding the dataset's global reach. The updated dataset now encompasses previously undersampled areas such as the Arctic region, East African Highlands, Western Australia, and high-altitude mountainous regions, achieving more balanced spatial distribution.
DOI: 10.15468/dl.3r352n
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Specimen, Occurrence evidence)",
 "Continent is Europe",
 "TaxonKey is Rhynchaenus fagi"
 ]
}

 The dataset includes 356 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002248-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13517268
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.17632/ctwbz2jb5f.1
title: Benchmarking Pharmacy Education: A Meta-Analysis of the CHED BS Pharmacy Curriculum and Australia’s Bachelor of Pharmacy (Honours) Program

description: This study utilized a curated dataset comprising official curricular documents, regulatory frameworks, and institutional handbooks relevant to undergraduate pharmacy education in the Philippines and Australia. The dataset was constructed through a systematic document review guided by the PRISMA framework, ensuring transparency and reproducibility in source selection.

The primary data sources included:

1. CHED Memorandum Order No. 25, s. 2021, which outlines the revised Bachelor of Science in Pharmacy curriculum mandated by the Commission on Higher Education (CHED) in the Philippines.
2. The Monash University Handbook (2023) detailing the structure, learning outcomes, and competency domains of the Bachelor of Pharmacy (Honours) program in Australia.
3. Supplementary documents such as PACOP (Philippine Association of Colleges of Pharmacy) reports, the FIP Global Competency Framework, and select international pharmacy education standards were included to contextualize and validate thematic comparisons.


The dataset was filtered to include only documents that explicitly described curricular structure, internship requirements, competency integration, and learning outcomes. Non-curricular materials, promotional content, and duplicate entries were excluded during the screening phase. The final dataset consisted of 10 documents, each subjected to thematic analysis.

Each document was coded manually to extract information across six competency domains: Foundational Sciences, Clinical Integration, Pharmacoeconomics, Global Health, Informatics, and Research. These domains were selected based on international benchmarks and relevance to evolving pharmacy practice. Data were organized into comparative matrices and visualized using radar charts and flow diagrams (see Figure 1 and Figure 2).

The dataset enabled a structured comparison of curricular emphasis, internship models, and thematic integration across two national contexts. It served as the foundation for identifying gaps, overlaps, and opportunities for harmonizing pharmacy education globally. All documents were publicly available and accessed between June and August 2025.

This dataset is not numerical but qualitative and policy-driven, making it suitable for thematic synthesis and curriculum mapping. It reflects both regulatory intent and institutional implementation, offering insights into how competencies are prioritized and delivered in pharmacy education.
DOI: 10.17632/5w3gdsym68.1
title: When the bordering levee breaks: The impact of floods on corporate financialization in China

description: Paper Title 
When the bordering levee breaks: The impact of floods on corporate financialization in China.
Authors: 
Ziqing Wu (School of Economics & Trade, Hunan University, Changsha, China);
Leyi Chen (School of Economics & Trade, Hunan University, Changsha, China); 
Lingpeng Shi (School of Economics & Trade, Hunan University, Changsha, China); 
Date: October 23, 2025 

1. Overview 
This replication package provides all the publicly available data, code, and instructions required to reproduce the main empirical results of the above-mentioned research paper. The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.15468/dl.d92drg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caridina sumatrensis, Caridina weberi sumatrensis)",
 "Country is Singapore",
 "OccurrenceStatus is Present",
 "EventDate is 1800,2026"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002249-251025141854904/datasets/export for details.
DOI: 10.15468/dl.n3tz4u
title: Occurrence Download

description: A dataset listing the 1436 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.11236 49.18682,5.34824 49.18682,5.34824 49.28076,5.11236 49.28076,5.11236 49.18682))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 1436 records were derived from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002238-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wxh8dkxh5c
title: HMGCR and rosuvastatin regulates GLP-1 secretion and expression – a translational study supplementary materials

description: These are the supplementary materials for our manuscript titled, "HMGCR and rosuvastatin regulates GLP-1 secretion and expression – a translational study."
DOI: 10.17632/wxh8dkxh5c.1
title: HMGCR and rosuvastatin regulates GLP-1 secretion and expression – a translational study supplementary materials

description: These are the supplementary materials for our manuscript titled, "HMGCR and rosuvastatin regulates GLP-1 secretion and expression – a translational study."
DOI: 10.17632/9jkkxvbhg6
title: Optimizing irrigation and nitrogen fertilizer management improves soil carbon pool management index and ecosystem services in rice systems

description: Optimizing irrigation and nitrogen fertilizer management improves soil carbon pool management index and ecosystem services in rice systems
DOI: 10.17632/9jkkxvbhg6.1
title: Optimizing irrigation and nitrogen fertilizer management improves soil carbon pool management index and ecosystem services in rice systems

description: Optimizing irrigation and nitrogen fertilizer management improves soil carbon pool management index and ecosystem services in rice systems
DOI: 10.17632/2prpm32ymb.1
title: Dataset_ANOVA_Grafting

description: Research Hypothesis
This study hypothesized that genotype-specific grafting of tomato plants- including both interspecific and self-grafting- can enhance physiological resilience, ion homeostasis, antioxidant activity, and fruit yield under saline irrigation conditions. Specifically, grafting onto the commercial rootstock Maxifort was expected to confer superior salt tolerance compared to self-grafted and non-grafted plants.

Treatments and growth conditions
The dataset includes detailed measurements from a controlled rooftop experiment with three grafting treatments —Maxifort (GM), Pimp (GP), and self-grafted Areenez (GA) —and non-grafted controls (GN). Three salinity levels: SI0 (control), SI5 (5 dS m⁻¹), and SI10 (10 dS m⁻¹). Plants were grown in a rooftop net house under controlled conditions at King Abdulaziz University, Saudi Arabia. Grafting was performed using the splice technique, followed by healing and transplanting. Salinity treatments were applied manually using NaCl solutions. Measurements were taken using standard protocols cited in the manuscript, including spectrophotometry, flame photometry, and enzymatic assays. 

The data covers
Morphological traits: plant height, leaf area, root length, biomass.
Physiological indicators: membrane stability index (MSI), relative water content (RWC), plant tolerance index (PTI).
Ion concentrations: Na⁺, K⁺, Ca²⁺, and K⁺/Na⁺ ratio.
Biochemical traits: carbohydrates, proteins, amino acids, proline, MDA.
Antioxidant enzyme activities: SOD, APX, CAT, POD, PPO.
Flower and fruit traits: flowering time, fruit count, size, firmness, yield, and quality parameters.

Key Findings
Maxifort grafted plants showed significantly better performance under high salinity (SI10), including 27.93% higher fruit yield compared to non-grafted plants. Improved chlorophyll retention and antioxidant activity. Lower Na⁺ uptake and higher K⁺/Na⁺ ratios. Enhanced enzymatic and non-enzymatic antioxidant defenses. Earlier flowering and better fruit morphology. Self-grafted Areenez showed moderate resilience, suggesting potential for cost-effective local adaptation.

Interpret and Use the Data
Each row in the dataset corresponds to a specific graft × salinity treatment combination. Columns represent quantitative traits measured across replicates.

The data can be used to: 
1. Compare genotype-specific responses to salinity.
2. Identify promising rootstock combinations for arid-zone tomato cultivation.
3. Support physiological modeling or meta-analysis of grafting effects under abiotic stress.

Researchers can use this dataset to explore salt tolerance mechanisms, validate findings in other crops or climates, and inform breeding and grafting strategies for sustainable horticulture.
DOI: 10.15468/dl.hsq64m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Corydalis tianshanica"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002251-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5htytg9mwb
title: COVID-19 Containment Measures and Loan Default in Sub-Saharan Africa: Evidence from South Africa, Kenya, Tanzania, and Burundi

description: This dataset accompanies the empirical study examining how COVID-19 containment measures affected banking sector stability and loan default dynamics across four Sub-Saharan African countries—South Africa, Kenya, Tanzania, and Burundi—from 2018 to 2022. The data integrate macroeconomic indicators, financial stability variables, and COVID-19 policy indices to analyze the link between pandemic stringency and changes in non-performing loans (NPLs).

Using panel regression and instrumental variable techniques, the dataset captures country-level annual observations combining publicly available macro-financial statistics with COVID-19 response indicators. The variables include the Change in NPL Ratios (ΔNPL), COVID-19 Stringency Index, GDP Growth Rate, and Inflation Rate. The dataset supports cross-country and temporal analysis of credit risk transmission under pandemic-related shocks.

This dataset serves as a unique contribution to pandemic-finance research in Africa, providing an integrated resource for analyzing credit risk, financial stability, and policy responses during systemic crises.
DOI: 10.15468/dl.yffhrr
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Goniolimon speciosum"
 ]
}

 The dataset includes 134 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002250-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5htytg9mwb.1
title: COVID-19 Containment Measures and Loan Default in Sub-Saharan Africa: Evidence from South Africa, Kenya, Tanzania, and Burundi

description: This dataset accompanies the empirical study examining how COVID-19 containment measures affected banking sector stability and loan default dynamics across four Sub-Saharan African countries—South Africa, Kenya, Tanzania, and Burundi—from 2018 to 2022. The data integrate macroeconomic indicators, financial stability variables, and COVID-19 policy indices to analyze the link between pandemic stringency and changes in non-performing loans (NPLs).

Using panel regression and instrumental variable techniques, the dataset captures country-level annual observations combining publicly available macro-financial statistics with COVID-19 response indicators. The variables include the Change in NPL Ratios (ΔNPL), COVID-19 Stringency Index, GDP Growth Rate, and Inflation Rate. The dataset supports cross-country and temporal analysis of credit risk transmission under pandemic-related shocks.

This dataset serves as a unique contribution to pandemic-finance research in Africa, providing an integrated resource for analyzing credit risk, financial stability, and policy responses during systemic crises.
DOI: 10.57745/laodwn
title: FBG_measurement_setup.png

description: Reference diagram for all the dimensions referenced in the .h5 file.
DOI: 10.57745/te3iha
title: Readme.txt

description: Read on to have details about the dataset.
DOI: 10.57745/1qbtka
title: dataset_TomoDiff_article.h5

description: Dataset
DOI: 10.57745/wedqeh
title: Imaging a localized P-wave velocity variation by inversion of travel time differences measured with Fiber Bragg Gratings embedded in a resin sample

description: The data stored in the dataset are ultrasonic signals recorder by fiber Bragg gratings. These data were produced as part of a measurement campaign conducted at the GéoEND laboratory. The objective of this measurement campaign is to validate a differential inversion method that used embedded fiber Bragg grating sensors and aimed at imaging a local variation in P-wave velocity within a medium.
DOI: 10.17632/5hy8fnsnnt
title: Experimental Data for UHMWPE Fiber Laminates Subjected to Shaped Charge UNDEX Loading

description: This section presents the experimental data on the response of ultra-high-molecular-weight polyethylene (UHMWPE) fiber laminates subjected to underwater explosion (UNDEX) loading from a shaped charge. The data primarily encompass three types of loads: the shock wave, metal jet, and bubble pulsation. The aim is to provide valuable reference data for researchers studying fluid-structure-interaction (FSI) between shaped charge UNDEX events and UHMWPE laminates.
DOI: 10.17632/5hy8fnsnnt.3
title: Experimental Data for UHMWPE Fiber Laminates Subjected to Shaped Charge UNDEX Loading

description: This section presents the experimental data on the response of ultra-high-molecular-weight polyethylene (UHMWPE) fiber laminates subjected to underwater explosion (UNDEX) loading from a shaped charge. The data primarily encompass three types of loads: the shock wave, metal jet, and bubble pulsation. The aim is to provide valuable reference data for researchers studying fluid-structure-interaction (FSI) between shaped charge UNDEX events and UHMWPE laminates.
DOI: 10.17632/kcz6kf6nfm
title: From Apps to Assets: How ICT Self-Efficacy and Digital Finance Use Shape Adolescents' Financial Skills

description: Dataset and DO files for "From Apps to Assets: How ICT Self-Efficacy and Digital Finance Use Shape Adolescents' Financial Skills"
DOI: 10.17632/kcz6kf6nfm.1
title: From Apps to Assets: How ICT Self-Efficacy and Digital Finance Use Shape Adolescents' Financial Skills

description: Dataset and DO files for "From Apps to Assets: How ICT Self-Efficacy and Digital Finance Use Shape Adolescents' Financial Skills"
DOI: 10.17632/c3cty7cwy9
title: SUPPLEMENTARY MATERIAL : An assessment of the use of Structural Equation Modeling (CB-SEM and PLS-SEM) in the study of Online Purchase Intention

description: This supplementary material includes the additional tables and figures associated with the article “An Assessment of the Use of Structural Equation Modeling (CB-SEM and PLS-SEM) in the Study of Online Purchase Intention,” submitted to Technological Forecasting & Social Change. The files provide complementary information that supports the analyses and findings reported in the manuscript.
DOI: 10.17632/c3cty7cwy9.4
title: SUPPLEMENTARY MATERIAL : An assessment of the use of Structural Equation Modeling (CB-SEM and PLS-SEM) in the study of Online Purchase Intention

description: This supplementary material includes the additional tables and figures associated with the article “An Assessment of the Use of Structural Equation Modeling (CB-SEM and PLS-SEM) in the Study of Online Purchase Intention,” submitted to Technological Forecasting & Social Change. The files provide complementary information that supports the analyses and findings reported in the manuscript.
DOI: 10.17632/fv34rhfsvz
title: Dataset of FAIR-based templates and tools for data management and depositor training in AquaDocs – Panama Community

description: This dataset provides a set of Excel templates and methodological documentation developed to standardize the registration, review, and deposit process of marine and oceanographic materials in AquaDocs. The data were created as part of the national training program for data depositors of the AquaDocs Panama Community, coordinated by the National Oceanographic and Marine Data and Information Center (NODC Panama) under the IODE–UNESCO framework.

Each template was designed following FAIR data principles to ensure that information is Findable, Accessible, Interoperable, and Reusable. The dataset includes tools for the identification of materials, metadata recording, quality control, and tracking of deposited items. These templates can be reused or adapted by other AquaDocs communities or institutions interested in implementing FAIR-aligned workflows for data and publication management.
DOI: 10.17632/fv34rhfsvz.1
title: Dataset of FAIR-based templates and tools for data management and depositor training in AquaDocs – Panama Community

description: This dataset provides a set of Excel templates and methodological documentation developed to standardize the registration, review, and deposit process of marine and oceanographic materials in AquaDocs. The data were created as part of the national training program for data depositors of the AquaDocs Panama Community, coordinated by the National Oceanographic and Marine Data and Information Center (NODC Panama) under the IODE–UNESCO framework.

Each template was designed following FAIR data principles to ensure that information is Findable, Accessible, Interoperable, and Reusable. The dataset includes tools for the identification of materials, metadata recording, quality control, and tracking of deposited items. These templates can be reused or adapted by other AquaDocs communities or institutions interested in implementing FAIR-aligned workflows for data and publication management.
DOI: 10.17632/hkzp6wxzyd
title: INDICADORES DE SOLEDAD EN PERSONAS MAYORES SENSIBLES A ENFERMERÍA: REVISIÓN DE ALCANCE.

description: RESUMEN 
Introducción: El envejecimiento poblacional exige identificar indicadores sensibles a enfermería que permitan abordar la soledad en personas mayores desde la atención comunitaria.
Objetivo: Identificar y analizar indicadores sensibles al cuidado de enfermería asociados a la soledad percibida en personas mayores que viven en la comunidad.
Material y métodos: Se realizó una revisión de alcance siguiendo PRISMA-ScR y Arksey y O’Malley. Se incluyeron estudios en mayores de 60 años sobre indicadores sensibles a enfermería y soledad, publicados 2020–2024, identificados en PubMed, Scopus, WoS y BVS.
Resultados: Se incluyeron 58 artículos publicados entre 2019 y 2024, en su mayoría observacionales. Tres identificaron la soledad como indicador sensible al cuidado de enfermería, asociada a caídas, deterioro funcional y depresión. Doce estudios adicionales evidenciaron vínculos con sueño deficiente, discapacidad sensorial, fragilidad, multimorbilidad, sedentarismo y miedo a caer. Factores como género femenino, bajo nivel socioeconómico y escaso apoyo social incrementaron la vulnerabilidad. El análisis agrupó los hallazgos en tres dimensiones —física-funcional, mental-emocional y social-contextual—, proponiendo indicadores clínicos para la práctica geriátrica.
Discusión: Los hallazgos confirman la soledad como indicador sensible al cuidado de enfermería, vinculada con dimensiones físicas, funcionales, mentales y sociales. Once asociaciones con evidencia robusta —incluyendo calidad del sueño, actividad física, depresión, fragilidad y apoyo social— respaldan su inclusión en valoraciones geriátricas. Su evaluación sistemática orienta detección precoz, intervención personalizada y fortalecimiento del cuidado enfermero comunitario.
Conclusión: Estos hallazgos aportan evidencia para desarrollar indicadores estandarizados que faciliten la valoración, monitoreo e intervención de la soledad en la práctica de enfermería comunitaria.
Palabras clave: Enfermería, Soledad, Persona mayor, Indicadores de Calidad de la Atención de Salud.
DOI: 10.17632/hkzp6wxzyd.2
title: INDICADORES DE SOLEDAD EN PERSONAS MAYORES SENSIBLES A ENFERMERÍA: REVISIÓN DE ALCANCE.

description: RESUMEN 
Introducción: El envejecimiento poblacional exige identificar indicadores sensibles a enfermería que permitan abordar la soledad en personas mayores desde la atención comunitaria.
Objetivo: Identificar y analizar indicadores sensibles al cuidado de enfermería asociados a la soledad percibida en personas mayores que viven en la comunidad.
Material y métodos: Se realizó una revisión de alcance siguiendo PRISMA-ScR y Arksey y O’Malley. Se incluyeron estudios en mayores de 60 años sobre indicadores sensibles a enfermería y soledad, publicados 2020–2024, identificados en PubMed, Scopus, WoS y BVS.
Resultados: Se incluyeron 58 artículos publicados entre 2019 y 2024, en su mayoría observacionales. Tres identificaron la soledad como indicador sensible al cuidado de enfermería, asociada a caídas, deterioro funcional y depresión. Doce estudios adicionales evidenciaron vínculos con sueño deficiente, discapacidad sensorial, fragilidad, multimorbilidad, sedentarismo y miedo a caer. Factores como género femenino, bajo nivel socioeconómico y escaso apoyo social incrementaron la vulnerabilidad. El análisis agrupó los hallazgos en tres dimensiones —física-funcional, mental-emocional y social-contextual—, proponiendo indicadores clínicos para la práctica geriátrica.
Discusión: Los hallazgos confirman la soledad como indicador sensible al cuidado de enfermería, vinculada con dimensiones físicas, funcionales, mentales y sociales. Once asociaciones con evidencia robusta —incluyendo calidad del sueño, actividad física, depresión, fragilidad y apoyo social— respaldan su inclusión en valoraciones geriátricas. Su evaluación sistemática orienta detección precoz, intervención personalizada y fortalecimiento del cuidado enfermero comunitario.
Conclusión: Estos hallazgos aportan evidencia para desarrollar indicadores estandarizados que faciliten la valoración, monitoreo e intervención de la soledad en la práctica de enfermería comunitaria.
Palabras clave: Enfermería, Soledad, Persona mayor, Indicadores de Calidad de la Atención de Salud.