cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48436/7sr7p-84y06
title: Test Case Results from "A Spline-Based Stress Function Approach for the Principle of Minimum Complementary Energy"

description: This dataset contains the test case results from the publication "A Spline-Based Stress Function Approach for the Principle of Minimum Complementary Energy".

Context and methodology

The dataset was created within the context of computational mechanics, specifically in the field of solution techniques for elasticity problems. It is associated with the research presented in the publication "A Spline-Based Stress Function Approach for the Principle of Minimum Complementary Energy."

The dataset serves to document the numerical test cases presented in the publication. It provides the stress results obtained through numerical simulations using the proposed spline-based stress function method, supporting comparisons with analytical solutions and the displacement-based finite element method (FEM). These results are used to assess the accuracy and efficiency of the proposed approach.

Technical details

Structure of the dataset

The dataset is organized according to the test cases presented in the publication:



Bar under Self-Weight

Bending of a Beam by Uniform Transverse Loading

Bi-Layer Cantilever with Anisotropic Material Behavior

Parabolic-Shaped Cantilever


 Each test case has its own top-level folder. Within each of these folders, there are two subfolders:





A stress_components folder containing the computed stress results.




A comparison folder containing data used for comparison with a reference method.



All numerical data is stored in CSV format.

Naming convention

The top-level folder names follow the corresponding test case names.  The file names reflect the data stored (e.g., stress_xx.csv for the xx component of the stress tensor, or stress_components_x_1.5.csv for the comparison of the stress components at x=1.5m).

Additional resources

The dataset additionally includes Python scripts and TikZ .tex files for generating the figures used in the publication, along with the corresponding image files.

Required software

To generate these visualizations, you either need:



pdfTeX (1.40.27) to compile the provided .tex files using the standalone document class, including the used packages:



amsmath (2024-11-01a), pgfplots (1.18.1), siunitx (3.4.6)



Python  (3.13.5) to run the accompanying plotting scripts, including the used packages:



matplotlib (3.10.3), numpy (2.3.1), pandas (2.3.0)




See also the requirements.txt file.

Licenses



Data is licensed under Creative Commons Attribution 4.0 International.

Software is licensed under the MIT License.
DOI: 10.17632/2jvxny4pgj.1
title: Shape Variation of Linea Temporalis and Crista Nuchae in Mesocephalic Dogs

description: Dog domestication began around 40,000 years ago in Eurasia, following their divergence from wolves. Once domesticated, dogs were selectively bred for functions such as guarding, herding, and hunting. The classification of modern breeds was later formalized in Victorian England, emphasizing both morphology and working purpose. Cranial features like the linea temporalis and crista nuchae serve as critical osteological landmarks, reflecting muscle attachment, bite force, and neck stabilization. In this study, geometric morphometric analyses were performed on 81 mesocephalic dog skulls representing five functional groups (hunting, guarding, companionship, herding, sledging). Using three-dimensional models from Czeibert et al. (2024), 43 landmarks and semilandmarks were digitized along these cranial structures. Procrustes superimposition, PCA, Procrustes ANOVA, regression, and discriminant analyses were applied to evaluate shape variation, size influence, and functional differentiation. PCA revealed that most variation (PC1: 32.7%) occurred in the parietal portion of the linea temporalis and dorsal origin of the crista nuchae, with toy dogs forming a distinct cluster. Significant shape (p &lt; 0.0001) and size (p &lt; 0.0006) differences were found, while discriminant analysis showed partial overlap among functional groups. Overall, the study highlights how variation in these cranial landmarks reflects functional adaptation, selective breeding, and evolutionary development in domestic dogs.
DOI: 10.15468/dl.5dp8bf
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Salix tarbagataica"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002254-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/r5s89w8g7k.2
title: Whole genome of Lactobacillus helveticus MDC 9602

description: Data shared to Manuscript "Armenian functional food “Narine”: Characterization of fermenting bacteria Lactobacillus helveticus full genome sequences and potential functional food marker genes".
The aim of this study was to perform whole-genome sequencing of the famous "Narine" functional food starter culture, establish the precise classification of the strain, and utilize genomic and proteomic data to reveal the essential probiotic and prebiotic characteristics of the strain.
DOI: 10.17632/9r5n7k74x5.1
title: Greening through Credit: Green credit and polluting firm dynamics in China

description: README: Replication Package
Paper Title
Greening through Credit: Green credit and polluting firm dynamics in China

Authors:
 Minzhi Wang(Henan Finance University) 
 Xinxin Guo(Henan Finance University) 
 Yu Gu(NingboTech University) 
Date: Oct. 26, 2025

1. Overview
This replication package provides all the publicly available data, code, and instructions required to reproduce the 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.k65kxd
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Pedicularis achilleifolia"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002255-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17453843
title: Adapting Epigenetic Clocks for Cell-Free DNA High-Throughput Sequencing Data

description: We address the critical incompatibility of microarray-trained epigenetic clocks with sequencing data. Through systematic evaluation, we establish a best-practice framework to ensure accurate age estimation, unlocking the utility of sequencing assays for aging research and liquid biopsy applications
DOI: 10.5281/zenodo.17453844
title: Adapting Epigenetic Clocks for Cell-Free DNA High-Throughput Sequencing Data

description: We address the critical incompatibility of microarray-trained epigenetic clocks with sequencing data. Through systematic evaluation, we establish a best-practice framework to ensure accurate age estimation, unlocking the utility of sequencing assays for aging research and liquid biopsy applications
DOI: 10.15468/dl.5tauby
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Artemisia tournefortiana"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002256-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j87nm4hjxz.1
title: Supplemental Table for RAAS inhibitors and keratinocyte carcinoma risk: a TriNetX new-user, active-comparator cohort study

description: Supplementary Appendix
DOI: 10.17632/9p76pnt32w.2
title: supplementary data for manuscript titled "Efficacy and Safety of Fish Oil Supplementation Combined with Low-Dose Isotretinoin for Moderate-to-Severe Acne Vulgaris: A Randomized Controlled Non-inferiority Trial"

description: supplementary data for manuscript titled "Efficacy and Safety of Fish Oil Supplementation Combined with Low-Dose Isotretinoin for Moderate-to-Severe Acne Vulgaris: A Randomized Controlled Non-inferiority Trial"
DOI: 10.17632/9t4tpsmv5h
title: AI Simplification of Dermatopathology Reports for Patients: Basic vs. Prompt-Engineered Approaches

description: Background: Patients struggle to comprehend dermatopathology reports, causing anxiety. As artificial intelligence (AI) tools become accessible for medical interpretation, patients may use them to understand pathology reports, but optimal approaches remain unexplored.

Objective: To evaluate whether prompt-engineered AI simplification of dermatopathology reports improves factualness, completeness, and reduces potential harm compared to basic AI usage.

Methods: Survey-based evaluation study (January-April 2025) of 52 US dermatology professionals (70.3% response rate). Six fictitious dermatopathology reports were simplified using: (1) Basic ChatGPT-4.0 with simple prompt and (2) Custom "DermDecoder" GPT with structured 489-word prompt. Participants rated reports on 3-point Likert scales for factualness, completeness, and potential harm, with free-text responses analyzed thematically.

Results: Mean ratings ranged from 1.27-1.63 (factualness/completeness) and 1.31-1.83 (harmfulness), indicating "Agree" to "Mostly Agree" or "Completely Harmless" to "Mostly Harmless." DermDecoder performed significantly worse for completeness in psoriasis (t=-2.79, p=0.007) and harmfulness in molluscum contagiosum (p=0.049) and melanoma in-situ (p=0.048). Free-text analysis revealed Basic Prompt preserved details but lacked clinical context, while DermDecoder provided generic education disconnected from pathological findings.

Limitations: Fictitious reports, limited sample size, rapidly evolving AI capabilities, and absence of patient perspectives.

Conclusion: Neither AI approach successfully balanced professional accuracy with patient accessibility, necessitating human-in-the-loop oversight for AI-generated medical explanations.
DOI: 10.17632/9t4tpsmv5h.1
title: AI Simplification of Dermatopathology Reports for Patients: Basic vs. Prompt-Engineered Approaches

description: Background: Patients struggle to comprehend dermatopathology reports, causing anxiety. As artificial intelligence (AI) tools become accessible for medical interpretation, patients may use them to understand pathology reports, but optimal approaches remain unexplored.

Objective: To evaluate whether prompt-engineered AI simplification of dermatopathology reports improves factualness, completeness, and reduces potential harm compared to basic AI usage.

Methods: Survey-based evaluation study (January-April 2025) of 52 US dermatology professionals (70.3% response rate). Six fictitious dermatopathology reports were simplified using: (1) Basic ChatGPT-4.0 with simple prompt and (2) Custom "DermDecoder" GPT with structured 489-word prompt. Participants rated reports on 3-point Likert scales for factualness, completeness, and potential harm, with free-text responses analyzed thematically.

Results: Mean ratings ranged from 1.27-1.63 (factualness/completeness) and 1.31-1.83 (harmfulness), indicating "Agree" to "Mostly Agree" or "Completely Harmless" to "Mostly Harmless." DermDecoder performed significantly worse for completeness in psoriasis (t=-2.79, p=0.007) and harmfulness in molluscum contagiosum (p=0.049) and melanoma in-situ (p=0.048). Free-text analysis revealed Basic Prompt preserved details but lacked clinical context, while DermDecoder provided generic education disconnected from pathological findings.

Limitations: Fictitious reports, limited sample size, rapidly evolving AI capabilities, and absence of patient perspectives.

Conclusion: Neither AI approach successfully balanced professional accuracy with patient accessibility, necessitating human-in-the-loop oversight for AI-generated medical explanations.
DOI: 10.15468/dl.tczb7z
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Europe, Africa)",
 "DatasetKey is one of (EOD – eBird Observation Dataset, Artportalen, Observation.org, Nature data from around the World)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ciconia ciconia",
 "Year 1980-1980"
 ]
}

 The dataset includes 345 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002257-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8dt6xpp6x4
title: IMF WEO Macroeconomic Forecasts Panel Dataset (MFPD)

description: The dataset is arranged in a user-friendly format within an Excel spreadsheet. It includes WEO projections for GDP growth, CPI inflation, and the current account balance. The dataset covers 196 countries over the period 1990–2029. For every country c and every year t, the dataset reports WEO projections 𝑓𝑐,𝑡,h for horizons h spanning from the current year (t) to t + 5 for three variables: GDP growth, CPI inflation, and current account balances. It also contains regional and income grouping for each country. This data is released twice a year, in April and October.
DOI: 10.15468/dl.8stqrc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Gueldenstaedtia verna"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002258-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8dt6xpp6x4.9
title: IMF WEO Macroeconomic Forecasts Panel Dataset (MFPD)

description: The dataset is arranged in a user-friendly format within an Excel spreadsheet. It includes WEO projections for GDP growth, CPI inflation, and the current account balance. The dataset covers 196 countries over the period 1990–2029. For every country c and every year t, the dataset reports WEO projections 𝑓𝑐,𝑡,h for horizons h spanning from the current year (t) to t + 5 for three variables: GDP growth, CPI inflation, and current account balances. It also contains regional and income grouping for each country. This data is released twice a year, in April and October.
DOI: 10.17632/st8zhm8ysd
title: Supplemental Materials: Efficacy and Safety of Treatments for Notalgia Paresthetica: A Systematic Review

description: Supplemental Tables 1-4 for "Efficacy and Safety of Treatments for Notalgia Paresthetica: A Systematic Review"
DOI: 10.15468/dl.x49n4t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caridina gracilipes, Caridina gracilipes, Caridina nilotica gracilipes, Caridina longirostris, Caridina simoni)",
 "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/0002259-251025141854904/datasets/export for details.
DOI: 10.17632/st8zhm8ysd.1
title: Supplemental Materials: Efficacy and Safety of Treatments for Notalgia Paresthetica: A Systematic Review

description: Supplemental Tables 1-4 for "Efficacy and Safety of Treatments for Notalgia Paresthetica: A Systematic Review"
DOI: 10.15468/dl.4hfv79
title: Occurrence Download

description: A dataset containing 1035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eucalyptus victrix"
 ]
}

 The dataset includes 1035 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002260-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c52805b9s
title: MassIVE MSV000099626 - RAB31-Flag interacting proteins in MDA-MB-231 cells under normoxia and hypoxia
title: We established stable cell lines expressing RAB31-Flag and cultured them under normoxic and hypoxic conditions for 24 hours. Subsequently, we conducted RAB31-Flag immunoprecipitation (IP) to identify proteins that specifically interact with RAB31-Flag under hypoxia relative to normoxia.
DOI: 10.25345/c5xg9fq5b
title: MassIVE MSV000099627 - XIAMENUNIVERSITY-QIUYAN-MS1-ALH-1305
title: ALH-1305 is a compound with distinct chemical characteristics, having a relative molecular mass of 600.
DOI: 10.15468/dl.nz6unf
title: Occurrence Download

description: A dataset containing 7366 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Discoglossus galganoi"
 ]
}

 The dataset includes 7366 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002261-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/58j34278pw
title: Emo-LLMs Corpus References Statistics

description: This is the statistical result of Emo-LLMs corpus, which analyzes 60 publications related to LLM-assisted emotion research. The corpus systematically analyzed their strategies, technologies, data, and utilization of traditional affective models.
DOI: 10.17632/58j34278pw.1
title: Emo-LLMs Corpus References Statistics

description: This is the statistical result of Emo-LLMs corpus, which analyzes 60 publications related to LLM-assisted emotion research. The corpus systematically analyzed their strategies, technologies, data, and utilization of traditional affective models.
DOI: 10.17632/2rnz75jpzr
title: LC-MSMS Metabolomics of 65 European Microcystis strains

description: To better depict the potential relationship between the local genetic diversity of blooming Microcystis populations and their respective associated chemical diversity, we conducted an UHPLC-HRMSMS metabolomic analysis of 65 Microcystis strains collected from various lakes in France and surrounding Western European countries.
DOI: 10.17632/2rnz75jpzr.1
title: LC-MSMS Metabolomics of 65 European Microcystis strains

description: To better depict the potential relationship between the local genetic diversity of blooming Microcystis populations and their respective associated chemical diversity, we conducted an UHPLC-HRMSMS metabolomic analysis of 65 Microcystis strains collected from various lakes in France and surrounding Western European countries.
DOI: 10.17632/vrcw63c2hc
title: Sustainable Business Process Management Practices and Their Impact on Innovation and Operational Efficiency: An SEM-PLS Approach Data

description: Sustainable Business Process Management Practices and Their Impact on Innovation and Operational Efficiency: An SEM-PLS Approach Data
DOI: 10.17632/vrcw63c2hc.1
title: Sustainable Business Process Management Practices and Their Impact on Innovation and Operational Efficiency: An SEM-PLS Approach Data

description: Sustainable Business Process Management Practices and Their Impact on Innovation and Operational Efficiency: An SEM-PLS Approach Data
DOI: 10.15468/dl.mtvyjj
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bauhinia variegata"
 ]
}

 The dataset includes 307 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002262-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8rc8dzn6mk.1
title: Unstructured tetrahedral meshes for FEM-based transient EM modeling of continuous heterogeneous media (v1)

description: This dataset provides the original mesh files that correspond one-to-one to the mesh schematics shown in the paper. File names mirror the figure numbering (e.g., Fig2a-*.* corresponds to Fig. 2(a)). All meshes can be generated by COMSOL, so a model corresponding to the .mph file has been uploaded, software version 5.2/5.6. The cross-sectional mesh is displayed using Tecplot, so the corresponding .dat file has been uploaded, software version 2023R1.
DOI: 10.17632/z53vvrwg74
title: From bulk to single-cell and spatial data: An AI framework to characterise breast cancer metabolic dysregulations across modalities

description: The data folder contains the data files associated with the publication Le Minh Thao Doan, Suraj Verma, Noushin Eftekhari, Claudio Angione, Annalisa Occhipinti. "From bulk to single-cell and spatial data: An AI framework to characterise breast cancer metabolic dysregulations across modalities" Computers in Biology and Medicine, Volume 198, Part B, 2025, 111195, ISSN 0010-4825.

DOI: https://doi.org/10.1016/j.compbiomed.2025.111195

This repository contains:
- raw (clinical_Original.csv) and preprocessed clinical data (clinical_data.csv)
- raw transcriptomic data (TCGA-noise-ENSG.csv)
- breast Gtext data (Gtex-noiso-ENSG.csv)
- fluxomic data generated from genome-scale metabolic model (flux-test.csv)
DOI: 10.17632/z53vvrwg74.1
title: From bulk to single-cell and spatial data: An AI framework to characterise breast cancer metabolic dysregulations across modalities

description: The data folder contains the data files associated with the publication Le Minh Thao Doan, Suraj Verma, Noushin Eftekhari, Claudio Angione, Annalisa Occhipinti. "From bulk to single-cell and spatial data: An AI framework to characterise breast cancer metabolic dysregulations across modalities" Computers in Biology and Medicine, Volume 198, Part B, 2025, 111195, ISSN 0010-4825.

DOI: https://doi.org/10.1016/j.compbiomed.2025.111195

This repository contains:
- raw (clinical_Original.csv) and preprocessed clinical data (clinical_data.csv)
- raw transcriptomic data (TCGA-noise-ENSG.csv)
- breast Gtext data (Gtex-noiso-ENSG.csv)
- fluxomic data generated from genome-scale metabolic model (flux-test.csv)
DOI: 10.17632/5bn947vjnw
title: Grain size, end member and geochemical elements supplementary data of CFD&QLH core

description: Grain size, end member and geochemical elements supplementary data of CFD&QLH core
DOI: 10.17632/5bn947vjnw.1
title: Grain size, end member and geochemical elements supplementary data of CFD&QLH core

description: Grain size, end member and geochemical elements supplementary data of CFD&QLH core
DOI: 10.17632/46spm4z4d3.1
title: Guava Leaf Disease Image Dataset for Classification and Detection of Common Pathologies from Bangladesh

description: This dataset contains high-quality images of guava (Psidium guajava) leaves, categorized into six classes — one healthy class and five disease-affected classes: Spiraling Whitefly, Red Rust, Citrus Canker, Anthracnose, and Algal Spot.

The images were collected from guava plants in Dhaka, Bangladesh, under natural field conditions. Each image captures the distinct visual characteristics of guava leaves, later preprocessed by removing the background and placing each leaf on a plain white background to ensure uniformity. All images were resized to 512×512 pixels to maintain consistency for computer vision and deep learning applications.