cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.71724/7z1f-j328
title: Numerical analysis of PhC properties with their experimental verification

description: <p>Dataset corresponds to paper entitled &#34;One-dimensional photonic crystals for label-free sensing applications: Impact of nanopattern shape on the device performance&#34; (https://doi.org/10.1016/j.optlastec.2025.114042). In the study, we focused on evaluating the label-free sensing performance of one-dimensional photonic crystal (1D PhC) fabricated by nanopatterning of silica glass and coating with a high refractive index (RI) thin film, such as titanium dioxide (TiO2). The objective was to maximize shifts in wavelength within the spectral features of the PhC’s transmission spectrum in response to changes in the surrounding RI or formation of a film on the sensor surface, as required for label-free sensing applications. The shift is a key indicator of the sensor’s capability for identifying, e.g., biological targets binding by receptors immobilized on the PhC’s surface. First, we have numerically identified the impact of PhC dimensions, shape, and coating distribution on the sensitivity. Finally, a selected scenario has been fabricated to validate the numerical analysis.</p>
DOI: 10.15468/dl.zcx6p2
title: Occurrence Download

description: A dataset containing 22259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Loxodonta africana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22259 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021811-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m32vzy2tsz
title: Uncovering hidden prosocial behaviors underlying aggression motivation

description: raw data
DOI: 10.17632/m32vzy2tsz.1
title: Uncovering hidden prosocial behaviors underlying aggression motivation

description: raw data
DOI: 10.17632/h32v6nns6k
title: blueberries & Dry season BOY

description: Data set No.1 Project: Investigación fuentes semilleras y estudios de adaptabilidad para la implementación de frutos silvestres como estrategia de restauración ecológica y aprovechamiento sostenible en ecosistemas de bosque Altoandino del departamento de Boyacá (BPIN 2021000100295)
DOI: 10.17632/h32v6nns6k.1
title: blueberries & Dry season BOY

description: Data set No.1 Project: Investigación fuentes semilleras y estudios de adaptabilidad para la implementación de frutos silvestres como estrategia de restauración ecológica y aprovechamiento sostenible en ecosistemas de bosque Altoandino del departamento de Boyacá (BPIN 2021000100295)
DOI: 10.15468/dl.qvuhwa
title: Occurrence Download

description: A dataset containing 86725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calliostoma",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 86725 records from 421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021776-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8c3b5g6h3c
title: Pteridium-Soil propierts

description: This dataset contains soil physical and chemical properties measured in areas invaded by bracken fern (Pteridium) and in adjacent non-invaded areas across two tropical ecoregions in Brazil: the Atlantic Forest and the Chapada Diamantina. The dataset includes variables related to soil fertility, nutrient availability, and structure, such as pH, exchangeable cations (e.g., Ca, Mg, K, Al), cation exchange capacity (CEC), base saturation, organic matter, macronutrients (N and P), electrical conductivity, and soil bulk density.

Samples were collected from paired invaded and non-invaded plots to evaluate the effects of bracken fern dominance on soil conditions. The dataset supports analyses of context-dependent soil changes, nutrient dynamics, and potential implications for plant establishment and ecosystem functioning in tropical bracken-invaded systems. Units of measurement and variable descriptions are provided within the dataset file.
DOI: 10.17632/8c3b5g6h3c.1
title: Pteridium-Soil propierts

description: This dataset contains soil physical and chemical properties measured in areas invaded by bracken fern (Pteridium) and in adjacent non-invaded areas across two tropical ecoregions in Brazil: the Atlantic Forest and the Chapada Diamantina. The dataset includes variables related to soil fertility, nutrient availability, and structure, such as pH, exchangeable cations (e.g., Ca, Mg, K, Al), cation exchange capacity (CEC), base saturation, organic matter, macronutrients (N and P), electrical conductivity, and soil bulk density.

Samples were collected from paired invaded and non-invaded plots to evaluate the effects of bracken fern dominance on soil conditions. The dataset supports analyses of context-dependent soil changes, nutrient dynamics, and potential implications for plant establishment and ecosystem functioning in tropical bracken-invaded systems. Units of measurement and variable descriptions are provided within the dataset file.
DOI: 10.17632/m5y8trp9sw
title: AI–Blockchain Rural Accounting Assurance Review Dataset (2019–2025)

description: This repository contains the curated review dataset underlying the systematic review “AI–Blockchain Convergence for Rural Accounting Assurance: A Systematic Review and the Design of the ABAF-RE Framework” (2019–2025). It provides the structured materials created during the evidence identification, screening, eligibility assessment, and qualitative synthesis phases, enabling transparent traceability from PRISMA counts to the narrative and tabular synthesis.

The dataset includes (i) the screening log of 36 unique records after de-duplication, (ii) eligibility decisions for 21 full-text articles with documented exclusion reasons for 6 records, and (iii) the evidence extraction matrix for the 15 studies included in the qualitative synthesis (as reported in Figure 1 and synthesized in Table 1 of the manuscript). Variables captured in the extraction matrix correspond to the analytical dimensions used to characterize objectives, methods, technologies, verifiable contributions, gaps, and relevance to the proposed ABAF-RE framework.

All files contain derived review data only. No copyrighted full-text PDFs or restricted database exports are redistributed. Primary sources are fully cited in the manuscript and can be accessed through their publishers via the referenced DOI/URL. This repository supports methodological transparency and reuse of the review’s structured coding and synthesis artifacts.
DOI: 10.17632/m5y8trp9sw.1
title: AI–Blockchain Rural Accounting Assurance Review Dataset (2019–2025)

description: This repository contains the curated review dataset underlying the systematic review “AI–Blockchain Convergence for Rural Accounting Assurance: A Systematic Review and the Design of the ABAF-RE Framework” (2019–2025). It provides the structured materials created during the evidence identification, screening, eligibility assessment, and qualitative synthesis phases, enabling transparent traceability from PRISMA counts to the narrative and tabular synthesis.

The dataset includes (i) the screening log of 36 unique records after de-duplication, (ii) eligibility decisions for 21 full-text articles with documented exclusion reasons for 6 records, and (iii) the evidence extraction matrix for the 15 studies included in the qualitative synthesis (as reported in Figure 1 and synthesized in Table 1 of the manuscript). Variables captured in the extraction matrix correspond to the analytical dimensions used to characterize objectives, methods, technologies, verifiable contributions, gaps, and relevance to the proposed ABAF-RE framework.

All files contain derived review data only. No copyrighted full-text PDFs or restricted database exports are redistributed. Primary sources are fully cited in the manuscript and can be accessed through their publishers via the referenced DOI/URL. This repository supports methodological transparency and reuse of the review’s structured coding and synthesis artifacts.
DOI: 10.17632/pxtnf9c92f
title: Effect of ALA on Preventing Diabetic Peripheral Neuropathy in Rats through Mitochondrial Axonal Transport

description: The present study investigated the therapeutic effect of α-lipoic acid（ALA）on diabetic peripheral neuropathy in rats from the perspective of mitochondrial transport. The number of diabetic peripheral neuropathy rising in the world, has brought a lot of people suffering. Its treatment has also become a serious problem, and at present, there are no approved treatments or drugs for Diabetic Peripheral Neuropathy (DPN). Mitochondria are a source of cellular energy, and the survival of peripheral nerve axon terminals is largely dependent on energy support. Because neurons are sites of high energy demands, with their unique polarized structure, mitochondrial transport is required to maintain energy homeostasis throughout the cell, especially in distal axons. So it is possible that mitochondrial transport function abate is one of the mechanisms of DPN. ALA is a synthetic derivative of antioxidants in the mitochondria, as auxiliary factor is a powerful antioxidant effect. ALA, therefore, research on the role of mitochondrial mechanism can provide new ideas for the future treatment of DPN.
DOI: 10.17632/pxtnf9c92f.1
title: Effect of ALA on Preventing Diabetic Peripheral Neuropathy in Rats through Mitochondrial Axonal Transport

description: The present study investigated the therapeutic effect of α-lipoic acid（ALA）on diabetic peripheral neuropathy in rats from the perspective of mitochondrial transport. The number of diabetic peripheral neuropathy rising in the world, has brought a lot of people suffering. Its treatment has also become a serious problem, and at present, there are no approved treatments or drugs for Diabetic Peripheral Neuropathy (DPN). Mitochondria are a source of cellular energy, and the survival of peripheral nerve axon terminals is largely dependent on energy support. Because neurons are sites of high energy demands, with their unique polarized structure, mitochondrial transport is required to maintain energy homeostasis throughout the cell, especially in distal axons. So it is possible that mitochondrial transport function abate is one of the mechanisms of DPN. ALA is a synthetic derivative of antioxidants in the mitochondria, as auxiliary factor is a powerful antioxidant effect. ALA, therefore, research on the role of mitochondrial mechanism can provide new ideas for the future treatment of DPN.
DOI: 10.17632/gx9k3zs2by
title: Prediction of H₂S Dispersion Distance in Complex Terrain Using DEM-Based Deep Neural Networks

description: This dataset contains the simulation results used for training and validating the deep neural network model proposed in the associated manuscript. The data were generated through Computational Fluid Dynamics (CFD) simulations under real complex terrain conditions in two pipeline scenarios (Sichuan gas field and Xinjiang oil field).

Each row represents one simulation case corresponding to a specific leakage location and dispersion direction. The output variable corresponds to the predicted hazardous concentration boundary distance for hydrogen sulfide (H₂S) at 200 ppm.

The dataset supports the development and validation of a DEM-based deep learning framework for rapid prediction of H₂S dispersion distance.
DOI: 10.15468/dl.e59kaa
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Eriachne flaccida"
 ]
}

 The dataset includes 207 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021814-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gx9k3zs2by.1
title: Prediction of H₂S Dispersion Distance in Complex Terrain Using DEM-Based Deep Neural Networks

description: This dataset contains the simulation results used for training and validating the deep neural network model proposed in the associated manuscript. The data were generated through Computational Fluid Dynamics (CFD) simulations under real complex terrain conditions in two pipeline scenarios (Sichuan gas field and Xinjiang oil field).

Each row represents one simulation case corresponding to a specific leakage location and dispersion direction. The output variable corresponds to the predicted hazardous concentration boundary distance for hydrogen sulfide (H₂S) at 200 ppm.

The dataset supports the development and validation of a DEM-based deep learning framework for rapid prediction of H₂S dispersion distance.
DOI: 10.15468/dl.xwzdjk
title: Occurrence Download

description: A dataset containing 18864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-6.09097 49.9223,-4.70336 49.73495,0.81483 50.31544,2.00882 51.45543,2.29925 52.50876,-2.12175 52.29218,-4.54201 51.57592,-6.09097 49.9223))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ophrys apifera, Campanula glomerata, Anacamptis pyramidalis, Thymus pulegioides, Hippocrepis comosa, Ophrys sphegodes, Neottia ovata, Polygala amarella, Ophrys fuciflora, Dianthus deltoides, Centaurea scabiosa)",
 "Year 2021-2026"
 ]
}

 The dataset includes 18864 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021812-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5h3kss6g7b
title: Calcium isotopes and thermodynamics decipher fluorite mineralization in hydrothermal systems

description: The data includes comprehensive analytical data and methodological details supporting the research on fluorite mineralization mechanisms. These materials feature Figures S1 (geological maps of Chinese fluorite deposits), S2 (aluminous mineral assemblages), and S3 (Nd-Sr isotope correlation). The Supplementary Methods outline the precise protocols for fluorite purification, Ca-Sr-Sm-Nd isotope analyses and trace/REE elements determinations. Tables S1−S15 present global fluorite deposit characteristics (S1), Ca isotopic compositions (S2 andS3), Sr, Sm and Nd isotopic compositions (S4 and S5), extensive thermodynamic calculations of fluorite solubility under varying chemical systems (e.g., HCl, AlCl3, MgCl2, NaCl, CaCl2; S6−S11), multicomponent system simulations (S12 and S13), fluid inclusion results (S14), and trace/REE element concentrations (S15).
DOI: 10.17632/5h3kss6g7b.1
title: Calcium isotopes and thermodynamics decipher fluorite mineralization in hydrothermal systems

description: The data includes comprehensive analytical data and methodological details supporting the research on fluorite mineralization mechanisms. These materials feature Figures S1 (geological maps of Chinese fluorite deposits), S2 (aluminous mineral assemblages), and S3 (Nd-Sr isotope correlation). The Supplementary Methods outline the precise protocols for fluorite purification, Ca-Sr-Sm-Nd isotope analyses and trace/REE elements determinations. Tables S1−S15 present global fluorite deposit characteristics (S1), Ca isotopic compositions (S2 andS3), Sr, Sm and Nd isotopic compositions (S4 and S5), extensive thermodynamic calculations of fluorite solubility under varying chemical systems (e.g., HCl, AlCl3, MgCl2, NaCl, CaCl2; S6−S11), multicomponent system simulations (S12 and S13), fluid inclusion results (S14), and trace/REE element concentrations (S15).
DOI: 10.17632/pywd9dnn53
title: Mice Left Ventricular Internal Diameter (LVID) and Posterior Wall Thickness (LVPW)

description: Raw data of the mice left ventricular internal diameter and posterior wall thickness
DOI: 10.17632/pywd9dnn53.1
title: Mice Left Ventricular Internal Diameter (LVID) and Posterior Wall Thickness (LVPW)

description: Raw data of the mice left ventricular internal diameter and posterior wall thickness
DOI: 10.17632/95757z43p9
title: Riparian_Veg_Shade_Quality_Data_2025

description: This canopy transmittance data was collected in the Palouse region of Eastern Washington. Sixty trees of six different riparian tree and shrub species were sampled six times between April and July. Two instruments were used: an ACCUPAR LP-80 ceptometer and an Apogee SP-510-SS thermopile pyranometer. We found significant differences between datasets and species at different points in time. Data was collected to distinguish between shade quality of different riparian species to aid in riparian restoration decision-making.
DOI: 10.17632/95757z43p9.1
title: Riparian_Veg_Shade_Quality_Data_2025

description: This canopy transmittance data was collected in the Palouse region of Eastern Washington. Sixty trees of six different riparian tree and shrub species were sampled six times between April and July. Two instruments were used: an ACCUPAR LP-80 ceptometer and an Apogee SP-510-SS thermopile pyranometer. We found significant differences between datasets and species at different points in time. Data was collected to distinguish between shade quality of different riparian species to aid in riparian restoration decision-making.
DOI: 10.5281/zenodo.18350935
title: Source Data for: Spectroscopic limits of diamond anvils to 520 GPa and projected bandgap closure

description: Dataset containing Figure data and raw measurement data related to article 'Spectroscopic limits of diamond anvils to 520 GPa and projected bandgap closure'.

 

Includes :



Main text Figures data

Supplementary Figures data

Unprocessed absorption spectra data

Minimal code for replication of absorption model
DOI: 10.5281/zenodo.18350936
title: Source Data for: Spectroscopic limits of diamond anvils to 520 GPa and projected bandgap closure

description: Dataset containing Figure data and raw measurement data related to article 'Spectroscopic limits of diamond anvils to 520 GPa and projected bandgap closure'.

 

Includes :



Main text Figures data

Supplementary Figures data

Unprocessed absorption spectra data

Minimal code for replication of absorption model
DOI: 10.17632/gc7z7p349z
title: Cotton production in Mali

description: Le code de reproduction du deuxième article sur la subvention du coton au Mali.
Les données ont été collecter sur (FAO, IER, CMDT, InsatMali)
DOI: 10.17632/gc7z7p349z.3
title: Cotton production in Mali

description: Le code de reproduction du deuxième article sur la subvention du coton au Mali.
Les données ont été collecter sur (FAO, IER, CMDT, InsatMali)
DOI: 10.17632/2r372z96z2
title: research data

description: 关于竹林根系物理性质以及土壤物理性质
DOI: 10.17632/2r372z96z2.1
title: research data

description: 关于竹林根系物理性质以及土壤物理性质
DOI: 10.17632/dmk74k7y5v
title: The Multifaceted Role of POU5F1P1 in Regulating Its Parental Stem Cell Gene, POU5F1

description: Description: This dataset contains the original, uncropped Western blot images and a comprehensive list of plasmids used in the manuscript titled "The Multifaceted Role of POU5F1P1 in Regulating Its Parental Stem Cell Gene, POU5F1".

The dataset includes:
Uncropped Western Blot Images: Original, full-length blot images for all Western blot data presented in the paper (Figures 4E, 5E, 5H, 5I, 7B, 7E, S6). 
Plasmid List: A detailed list of DNA constructs used for the experiments.

These data are provided to ensure the transparency and reproducibility of the study findings. For detailed experimental procedures and results, please refer to the associated publication.
DOI: 10.17632/dmk74k7y5v.1
title: The Multifaceted Role of POU5F1P1 in Regulating Its Parental Stem Cell Gene, POU5F1

description: Description: This dataset contains the original, uncropped Western blot images and a comprehensive list of plasmids used in the manuscript titled "The Multifaceted Role of POU5F1P1 in Regulating Its Parental Stem Cell Gene, POU5F1".

The dataset includes:
Uncropped Western Blot Images: Original, full-length blot images for all Western blot data presented in the paper (Figures 4E, 5E, 5H, 5I, 7B, 7E, S6). 
Plasmid List: A detailed list of DNA constructs used for the experiments.

These data are provided to ensure the transparency and reproducibility of the study findings. For detailed experimental procedures and results, please refer to the associated publication.
DOI: 10.17632/yrjbpkzxbh
title: UzLex Dataset: Core Uzbek Lemmas, Sentiment Lexicon, and PER/ORG/LOC/ABBR Gazetteers with Quality Control

description: UzLex is a curated multi-table Uzbek lexical dataset comprising (i) a core lemma lexicon with POS labels and quality-control flags, (ii) a sentiment lexicon with polarity labels and uncertainty flags, and (iii) gazetteers for NER (PER/ORG/LOC/ABBR). The release includes audit artifacts, quality summaries, and high-precision subsets for strict downstream use
DOI: 10.17632/yrjbpkzxbh.1
title: UzLex Dataset: Core Uzbek Lemmas, Sentiment Lexicon, and PER/ORG/LOC/ABBR Gazetteers with Quality Control

description: UzLex is a curated multi-table Uzbek lexical dataset comprising (i) a core lemma lexicon with POS labels and quality-control flags, (ii) a sentiment lexicon with polarity labels and uncertainty flags, and (iii) gazetteers for NER (PER/ORG/LOC/ABBR). The release includes audit artifacts, quality summaries, and high-precision subsets for strict downstream use
DOI: 10.15468/dl.pxn9v8
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocidura andamanensis"
 ]
}

 The dataset includes 7 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021817-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.