cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/c9k638ctgm.1
title: Spanish cherry leaves diseases

description: This dataset contains a total of 1,071 high-quality images of Spanish cherry leaves collected from the National Martyrs' Memorial, Nobinagar, located in Savar, Dhaka, Bangladesh. The dataset includes both healthy and diseased leaves affected by various biotic and abiotic stress factors commonly observed in Spanish cherry plants. The primary disease categories represented in this collection are Chewing Insects, Fungal Leaf Spot, Localized Damage, and Sap-Sucking Insects, along with a separate category for healthy leaves. All images were captured under natural field conditions using the primary camera of an iPhone 13 (12MP) and iPhone 14 (12MP) to maintain consistency in quality and lighting. The photographs focus on the symptomatic regions of the leaves, ensuring clear visibility of disease characteristics such as color changes, mold growth, curling, or spotting. Each image was manually reviewed and labeled by plant pathology experts based on visible features corresponding to specific diseases or healthy conditions. The dataset was compressed by 80% to reduce storage requirements and enhance accessibility without significant loss in visual detail. Images are stored in JPG format and organized into folders according to their disease category, with 206 images of Chewing Insects, 251 of Fungal Leaf Spot, 152 Healthy, 294 of Localized Damage, and 168 of Sap-Sucking Insects. This dataset provides a valuable resource for researchers and practitioners working in plant pathology, agriculture, and artificial intelligence, particularly in the development of deep learning and computer vision models for automatic plant disease detection and classification. It can also be used in educational and diagnostic applications, helping improve early disease recognition and supporting precision agriculture practices.

Disease Categories: 

Chewing Insects: 206 images 
Fungal Leaf Spot: 251 images 
Healthy: 152 images 
Localized Damage: 294 images 
Sap-Sucking Insects: 168 images
DOI: 10.5281/zenodo.17453189
title: French Regional Electricity Dataset
DOI: 10.25934/pr00005018.0
title: Available IPD datapackage for study 'Observer-blind Study to Evaluate Efficacy, Safety, and Immunogenicity of GSK Biologicals' Herpes Zoster Vaccine GSK1437173A'

description: The purpose of this study is to evaluate the efficacy of GSK Biologicals' vaccine GSK1437173A in the prevention of Herpes zoster (HZ) in autologous haematopoietic cell transplant recipients 18 years of age and older. To this end, the study will evaluate vaccine efficacy (VE) of the GSK1437173A vaccine, administered on a 2-dose schedule, compared to placebo in reducing the risk of developing HZ in this population.
DOI: 10.17632/jvvhndrd8z
title: Leadership styles driving extra-miles: Supplementary material

description: Supplementary material for the article "Leadership styles driving extra miles? A systematic review and meta-analysis of the interplay between leadership styles, organizational citizenship behavior, and cultural dimensions ". Appendix A: Search string with PRISMA flow diagram. Appendix B: References for articles included in systematic review. Appendix C: Data extraction and coding sheet.
DOI: 10.17632/jvvhndrd8z.2
title: Leadership styles driving extra-miles: Supplementary material

description: Supplementary material for the article "Leadership styles driving extra miles? A systematic review and meta-analysis of the interplay between leadership styles, organizational citizenship behavior, and cultural dimensions ". Appendix A: Search string with PRISMA flow diagram. Appendix B: References for articles included in systematic review. Appendix C: Data extraction and coding sheet.
DOI: 10.17632/yvr5mvwbyv.2
title: Supporting files for "DIY Arduino calorimeter: Converting commercial thermally insulated coffee-cups into precision isobaric calorimeters"

description: We present the design, construction, and validation of a low-cost digital calorimeter intended for teaching thermochemistry in chemistry, engineering, and life sciences curricula. The device repurposes a commercial 380 mL thermal container with integrated magnetic stirring, transforming it into a closed adiabatic system suitable for calorimetric experiments. Temperature monitoring is achieved with a waterproof Dallas DS18B20 digital sensor interfaced to an Arduino UNO board, allowing flexible resolution and automated data acquisition. Open-source software provides real-time graphical visualization, CSV export, and optional Windows executables for straightforward deployment.

Compared to traditional educational calorimeters based on manual thermometry, this device offers improved reproducibility, elimination of reading errors, and enhanced student engagement through live data analysis. In contrast to professional-grade commercial calorimeters (US $15,000–100,000) and basic educational kits (US $50–500 without digital monitoring), our Arduino-based system (~US $30 in components) provides an accessible middle ground that democratizes laboratory experimentation. Validation experiments, including neutralization and dissolution reactions, confirm reliable thermometric response, stable equilibrium detection, and enthalpy values consistent with literature.

This open-hardware calorimeter not only broadens access to thermochemistry education but also serves as a platform for interdisciplinary training in electronics, programming, and laboratory automation, fostering early exposure to modern research practices.
DOI: 10.15468/dl.27b4j6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Macrobrachium malayanum, Macrobrachium geron)",
 "Country is Singapore",
 "OccurrenceStatus is Present",
 "EventDate is 1800,2026"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002139-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rr9p9m
title: Occurrence Download

description: A dataset containing 475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "TaxonKey is Anoectochilus"
 ]
}

 The dataset includes 475 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002141-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cg4ghv8d5d
title: Global Challenges in Rural Nursing: A Systematic Review and Meta‑Analysis of Recruitment, Retention, and Practice Across Europe and Asia

description: Abstract

Background:
Persistent nursing shortages in rural and remote areas continue to undermine equitable healthcare access worldwide. Although Europe and Asia confront similar workforce challenges, differences in policy frameworks and cultural contexts remain insufficiently examined. This systematic review and meta‑analysis compares evidence from both regions to identify determinants of recruitment, retention, and clinical practice among rural nurses. 

Methods:
Guided by PRISMA standards, four databases—PubMed, CINAHL, Scopus, and Web of Science—were searched for studies published between 2000 and 2025. Eligible studies included quantitative and qualitative research on practicing nurses in rural or remote settings in Europe or Asia. Data were critically appraised using Joanna Briggs Institute tools. Quantitative data were pooled using a random‑effects model, and qualitative data were integrated through thematic synthesis. 

Results:
Twenty studies were included (10 from Europe, 10 from Asia). Quantitative analysis indicated that rural nurses were more likely to express intent to leave their positions than urban nurses in both Europe (pooled OR = 1.5, 95% CI 1.3–1.8)¹ and Asia (pooled OR = 1.7, 95% CI 1.4–2.1)². Job satisfaction was significantly lower among rural nurses in Europe (SMD = –0.32, 95% CI –0.45 to –0.19)³ and Asia (SMD = –0.28, 95% CI –0.40 to –0.16)⁴. Thematic synthesis identified shared challenges such as professional isolation, broad role expectations, and community engagement. Distinctive patterns emerged: European studies emphasized policy incentives and mobility within the EU⁵, while Asian studies highlighted family responsibilities, migration pressures, and persistent resource limitations⁶⁻⁷. 

Discussion:
The findings reveal both global and region‑specific barriers to sustaining the rural nursing workforce. European nurses prioritized professional development and supportive workforce policies, whereas Asian nurses emphasized socio‑cultural and systemic constraints influencing retention. 

Conclusion:
Mitigating rural nursing shortages demands region‑tailored interventions. For Europe, strengthening professional advancement and coordinated cross‑border planning is crucial; for Asia, investment in rural infrastructure, family‑supportive policies, and equitable resource distribution is imperative. Comparative evidence underscores the importance of globally informed yet context‑responsive workforce strategies. 

Keywords:
rural nursing; Europe; Asia; recruitment; retention; meta‑analysis; workforce
DOI: 10.17632/cg4ghv8d5d.1
title: Global Challenges in Rural Nursing: A Systematic Review and Meta‑Analysis of Recruitment, Retention, and Practice Across Europe and Asia

description: Abstract

Background:
Persistent nursing shortages in rural and remote areas continue to undermine equitable healthcare access worldwide. Although Europe and Asia confront similar workforce challenges, differences in policy frameworks and cultural contexts remain insufficiently examined. This systematic review and meta‑analysis compares evidence from both regions to identify determinants of recruitment, retention, and clinical practice among rural nurses. 

Methods:
Guided by PRISMA standards, four databases—PubMed, CINAHL, Scopus, and Web of Science—were searched for studies published between 2000 and 2025. Eligible studies included quantitative and qualitative research on practicing nurses in rural or remote settings in Europe or Asia. Data were critically appraised using Joanna Briggs Institute tools. Quantitative data were pooled using a random‑effects model, and qualitative data were integrated through thematic synthesis. 

Results:
Twenty studies were included (10 from Europe, 10 from Asia). Quantitative analysis indicated that rural nurses were more likely to express intent to leave their positions than urban nurses in both Europe (pooled OR = 1.5, 95% CI 1.3–1.8)¹ and Asia (pooled OR = 1.7, 95% CI 1.4–2.1)². Job satisfaction was significantly lower among rural nurses in Europe (SMD = –0.32, 95% CI –0.45 to –0.19)³ and Asia (SMD = –0.28, 95% CI –0.40 to –0.16)⁴. Thematic synthesis identified shared challenges such as professional isolation, broad role expectations, and community engagement. Distinctive patterns emerged: European studies emphasized policy incentives and mobility within the EU⁵, while Asian studies highlighted family responsibilities, migration pressures, and persistent resource limitations⁶⁻⁷. 

Discussion:
The findings reveal both global and region‑specific barriers to sustaining the rural nursing workforce. European nurses prioritized professional development and supportive workforce policies, whereas Asian nurses emphasized socio‑cultural and systemic constraints influencing retention. 

Conclusion:
Mitigating rural nursing shortages demands region‑tailored interventions. For Europe, strengthening professional advancement and coordinated cross‑border planning is crucial; for Asia, investment in rural infrastructure, family‑supportive policies, and equitable resource distribution is imperative. Comparative evidence underscores the importance of globally informed yet context‑responsive workforce strategies. 

Keywords:
rural nursing; Europe; Asia; recruitment; retention; meta‑analysis; workforce
DOI: 10.25345/c5474749q
title: MassIVE MSV000099610 - XIAMENUNIVERSITY-QIUYAN-7-Eucarobustol H (ykz5101)
title: Eucarobustol H is a bioactive compound isolated from Eucalyptus species, featuring notable anti-inflammatory and antioxidant properties, with promising application prospects in pharmaceutical, cosmetic, and natural product research.
DOI: 10.17632/gyjm3pbj5j
title: Relatório Técnico: Workshops MVV-USP

description: Relatório Técnico apresentado às Pró-Reitorias e à Gestão da USP com os resultados dos Workshops MVV realizados de 12 a 27 de julho de 2024.
DOI: 10.17632/gyjm3pbj5j.1
title: Relatório Técnico: Workshops MVV-USP

description: Relatório Técnico apresentado às Pró-Reitorias e à Gestão da USP com os resultados dos Workshops MVV realizados de 12 a 27 de julho de 2024.
DOI: 10.17632/nsvskdtzkb
title: Data for Techno-enviro-economic analysis of a petrol filling station with rooftop grid connected solar photovoltaic energy generation system integrated with battery storage in Nigeria

description: This contains the data for replicating the energy generation simulations with PVSyst version 8 software.
DOI: 10.17632/nsvskdtzkb.1
title: Data for Techno-enviro-economic analysis of a petrol filling station with rooftop grid connected solar photovoltaic energy generation system integrated with battery storage in Nigeria

description: This contains the data for replicating the energy generation simulations with PVSyst version 8 software.
DOI: 10.17632/9kd5cw4zdj
title: Transcript Excerpts for the Social Causation Pathway: Food Insecurity and Child Mental Health in Masaka District, Uganda

description: This dataset contains 19 verbatim teacher-reported case excerpts illustrating the social causation pathway linking household food insecurity to child mental health and educational outcomes in Masaka District, Uganda. Each narrative captures the lived experiences of children aged 8–13 years affected by hunger, neglect, and deprivation, as observed by classroom teachers. The excerpts document how chronic food insecurity precipitates emotional distress (anxiety, sadness, hopelessness), behavioural difficulties (aggression, stealing, social withdrawal), and cognitive decline (loss of concentration, absenteeism, school dropout). They further highlight intersecting vulnerabilities such as parental illness, alcoholism, domestic violence, and orphanhood, showing how material scarcity escalates into psychosocial harm. The dataset exemplifies grounded qualitative evidence of how poverty-driven food insecurity undermines children’s mental health and learning—revealing the cyclical link between hunger, emotional suffering, and educational exclusion in low-resource settings.
DOI: 10.17632/9kd5cw4zdj.2
title: Transcript Excerpts for the Social Causation Pathway: Food Insecurity and Child Mental Health in Masaka District, Uganda

description: This dataset contains 19 verbatim teacher-reported case excerpts illustrating the social causation pathway linking household food insecurity to child mental health and educational outcomes in Masaka District, Uganda. Each narrative captures the lived experiences of children aged 8–13 years affected by hunger, neglect, and deprivation, as observed by classroom teachers. The excerpts document how chronic food insecurity precipitates emotional distress (anxiety, sadness, hopelessness), behavioural difficulties (aggression, stealing, social withdrawal), and cognitive decline (loss of concentration, absenteeism, school dropout). They further highlight intersecting vulnerabilities such as parental illness, alcoholism, domestic violence, and orphanhood, showing how material scarcity escalates into psychosocial harm. The dataset exemplifies grounded qualitative evidence of how poverty-driven food insecurity undermines children’s mental health and learning—revealing the cyclical link between hunger, emotional suffering, and educational exclusion in low-resource settings.
DOI: 10.17632/jt775kv9s4
title: RUSLE

description: rusle factors map
DOI: 10.17632/jt775kv9s4.1
title: RUSLE

description: rusle factors map
DOI: 10.17632/8v5j8c4ns6
title: Research data

description: Research data
DOI: 10.17632/8v5j8c4ns6.1
title: Research data

description: Research data
DOI: 10.17632/pj6t7hbpp4
title: Commercial Glyphosate Formulations Exceed Active Ingredient Toxicity via Mitochondrial ROS and Transcriptomic Disruption

description: This dataset contains RNA sequencing (RNAseq) tables derived from HepG2 human liver carcinoma cells exposed to glyphosate (GLY) or a glyphosate-based herbicide (GBH). The research aimed to investigate whether the GBH formulation exerts greater cellular toxicity than GLY alone.
The dataset includes normalized gene expression values and differential expression analysis comparing control, GLY-treated, and GBH-treated samples. These data can be used to explore transcriptional changes, identify affected pathways, and further investigate mechanisms of GBH-induced toxicity.
Overall, the RNAseq results indicate that GBH exposure leads to broader transcriptional alterations than GLY, involving genes related to oxidative stress, endoplasmic reticulum (ER) stress, autophagy, and apoptosis. The dataset provides a valuable resource for researchers studying the molecular responses to glyphosate-based herbicides.
DOI: 10.17632/pj6t7hbpp4.1
title: Commercial Glyphosate Formulations Exceed Active Ingredient Toxicity via Mitochondrial ROS and Transcriptomic Disruption

description: This dataset contains RNA sequencing (RNAseq) tables derived from HepG2 human liver carcinoma cells exposed to glyphosate (GLY) or a glyphosate-based herbicide (GBH). The research aimed to investigate whether the GBH formulation exerts greater cellular toxicity than GLY alone.
The dataset includes normalized gene expression values and differential expression analysis comparing control, GLY-treated, and GBH-treated samples. These data can be used to explore transcriptional changes, identify affected pathways, and further investigate mechanisms of GBH-induced toxicity.
Overall, the RNAseq results indicate that GBH exposure leads to broader transcriptional alterations than GLY, involving genes related to oxidative stress, endoplasmic reticulum (ER) stress, autophagy, and apoptosis. The dataset provides a valuable resource for researchers studying the molecular responses to glyphosate-based herbicides.
DOI: 10.17632/xdr24fnjx4
title: A Benchmark Dataset Collection for Multi-type Biomolecular Interaction Prediction

description: These datasets cover various biological interaction types such as protein-protein, drug-drug, drug-target, circRNA-drug, drug-gene, gene-disease, and miRNA-disease. Data collection follows norms and has obtained relevant approvals, providing data support and tool support for research in the biological field.
DOI: 10.17632/xdr24fnjx4.1
title: A Benchmark Dataset Collection for Multi-type Biomolecular Interaction Prediction

description: These datasets cover various biological interaction types such as protein-protein, drug-drug, drug-target, circRNA-drug, drug-gene, gene-disease, and miRNA-disease. Data collection follows norms and has obtained relevant approvals, providing data support and tool support for research in the biological field.
DOI: 10.17632/t7tvpcjjpy
title: Alopecia areata and adverse pregnancy outcomes: A systematic review and meta-analysis

description: Supplementary Materials for 'Alopecia areata and adverse pregnancy outcomes: A systematic review and meta-analysis' by Rayner et al., published in JAAD Reviews (2025).
DOI: 10.17632/t7tvpcjjpy.2
title: Alopecia areata and adverse pregnancy outcomes: A systematic review and meta-analysis

description: Supplementary Materials for 'Alopecia areata and adverse pregnancy outcomes: A systematic review and meta-analysis' by Rayner et al., published in JAAD Reviews (2025).
DOI: 10.17632/8bbthtj7hk
title: Central Bank Transparency, the Role of Institutions and Inflation Persistence

description: This is the final dataset used for analysis in my paper "Central Bank Transparency, the Role of Institutions and Inflation Persistence" .
DOI: 10.17632/8bbthtj7hk.1
title: Central Bank Transparency, the Role of Institutions and Inflation Persistence

description: This is the final dataset used for analysis in my paper "Central Bank Transparency, the Role of Institutions and Inflation Persistence" .
DOI: 10.17632/p4tjbg2f8v
title: Can FDI Promote the Servitization Transformation of Enterprises?——Theory and empirical evidence from China

description: Amid growing environmental complexity and the pressing need for servitization transformation in manufacturing, this study investigates how foreign investment drives this transformation. Leveraging China’s substantial stock of FDI and its gradual market liberalization, this study examines the effect of foreign investment on the servitization of manufacturing enterprises using the difference-in-differences approach and the 2002 edition of the Catalogue for the Guidance of Foreign Investment Industries as a quasi-natural experiment. Results confirm that foreign investment significantly promotes servitization transformation, a finding robust to parallel trend and placebo tests. Mechanism and heterogeneity analyses reveal that spillover and competitive effects underlie this impact, which is stronger in human capital-rich firms, capital-intensive industries, and highly marketized regions. Furthermore, FDI accelerates advanced servitization and upgrades traditional services via modern service integration. These findings offer policy insights for enhancing global value chain participation and industrial modernization through openness and resource integration.
DOI: 10.5281/zenodo.17453433
title: Supplementary Table S1. Statistics of the de novo transcriptome assembly.
DOI: 10.5281/zenodo.17453434
title: Supplementary Table S1. Statistics of the de novo transcriptome assembly.
DOI: 10.17632/p4tjbg2f8v.1
title: Can FDI Promote the Servitization Transformation of Enterprises?——Theory and empirical evidence from China

description: Amid growing environmental complexity and the pressing need for servitization transformation in manufacturing, this study investigates how foreign investment drives this transformation. Leveraging China’s substantial stock of FDI and its gradual market liberalization, this study examines the effect of foreign investment on the servitization of manufacturing enterprises using the difference-in-differences approach and the 2002 edition of the Catalogue for the Guidance of Foreign Investment Industries as a quasi-natural experiment. Results confirm that foreign investment significantly promotes servitization transformation, a finding robust to parallel trend and placebo tests. Mechanism and heterogeneity analyses reveal that spillover and competitive effects underlie this impact, which is stronger in human capital-rich firms, capital-intensive industries, and highly marketized regions. Furthermore, FDI accelerates advanced servitization and upgrades traditional services via modern service integration. These findings offer policy insights for enhancing global value chain participation and industrial modernization through openness and resource integration.
DOI: 10.17632/pmgvyd5gtw
title: Machine Learning Optimization of Pullulan Production from Banana Peel Extract

description: Batch experimental data comprise two numeric (inoculum size and BPE sugar equivalent) and one binary (pretreatment category) predictor, as well as two responses, i.e., EPS and biomass concentration. The data is augmented with Gaussian error addition. The augmented data is used to develop machine learning models, including ANN, RF, support vector regression (SVR), and least-square boosting (LS Boost), which were employed to predict biomass and pullulan production. MOO of the process response is adopted. In addition, barplots of the experimental data, model selection with different degrees of augmentation, regression plots, and XAI model plots are included.