cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57903/uj/njicow
title: The Role of Synthesis Methods of Ceria-Based Catalysts in Soot Combustion - research data

description: The results of physicochemical characterization (Raman Spectroscopy, UV-Vis Spectroscopy, XRD, XPS, H2-TPR) and catalytic activity in the soot oxidation reaction for ceria-supported cobalt catalysts. In this work, we compared the activity of carbon material oxidation for cobalt catalysts supported on ceria supports of various morphologies. We employed hydrothermal, sonochemical, and hard-template synthesis for cobalt deposition.
DOI: 10.15468/dl.39my7z
title: Occurrence Download

description: A dataset containing 13891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombus rupestris",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13891 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039051-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dk4y69
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039054-251025141854904/datasets/export for details.
DOI: 10.15468/dl.uug2yb
title: Occurrence Download

description: A dataset containing 7922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hylobatidae"
 ]
}

 The dataset includes 7922 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039052-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/xq3daz
title: Inventaire de la flore de Gironde 2014-2019 - Inventaire de la flore de Gironde 2017

description: Campagne 2017 du programme pluriannuel d'inventaire systématique de la flore vasculaire de Gironde mené par le CBN Sud-Atlantique
DOI: 10.15468/dl.hjgf37
title: Occurrence Download

description: A dataset containing 8760343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "Year 1980-2025"
 ]
}

 The dataset includes 8760343 records from 5659 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038984-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48428/adattar/m4cxe2
title: Interplay between dysregulated immune system and the footprints of blood-borne miRNAs in treatment naive Crohn's disease and ulcerative colitis patients

description: Background: Dysregulated T cell-mediated immune response is the hallmark of inflammatory bowel diseases (IBD): Crohn’s disease (CD) and ulcerative colitis (UC). miRNAs are established regulators of biological processes, with clear contribution to the pathophysiology of several diseases. Here, we attempt to elucidate the correlation between dysregulated immune system and altered miRNA signatures in IBD patients. Furthermore, we also aim to identify differentially expressed miRNAs that could potentially serve as differential diagnostic markers of CD and UC. Methods: High-throughput small RNA sequencing was conducted to quantify circulating miRNAs in 27 participants (8 CD, 10 UC and 9 healthy volunteers). To describe immune-dysregulation, circulating T-cell related cytokines were determined via bead array. Additionally, in IBD patients, the distribution of T cell subpopulations was also determined in circulation and in tissue biopsy samples using multicolor flow cytometry. Results: Based on small RNA sequencing results, 14 miRNAs showed significant expression differences between IBD and control group after qRT-PCR validation. Five miRNAs were found to exhibit significantly different expression and high discriminatory potential (AUC:0.7-1) between CD and UC patients. Furthermore, circulating IL-22 and IFN-γ levels were significantly higher in IBD. Notably, miRNAs exhibited several strong negative and positive correlations with cytokine levels and with T-cell subset distribution in circulation and tissue samples, with disease specific association pattern. Conclusion: We identified differentially expressed miRNAs in IBD patients’ groups. A subset of these miRNAs shows promising diagnostic value for distinguishing CD from UC. Thereby scrutinizing miRNA expression in blood samples of IBD patients might holds diagnostic and monitoring potential. Our results confirmed that, dysregulated miRNAs reflect the underlying immune dysregulation and may contribute to IBD diseases pathology.
DOI: 10.17632/fh9hmkmwbv.1
title: Fostering Sustainable Livelihoods in Indonesia: Economic Determinants of Productivity and Welfare in Capture Fisheries

description: Fostering Sustainable Livelihoods in Indonesia: Economic Determinants of Productivity and Welfare in Capture Fisheries Data
DOI: 10.17632/xwbzyw5j8y.1
title: Bank Lending and Firm Internal Capital Markets following a Deglobalization Shock

description: The files are created to understand the data and implementation of analyses in the paper "Bank Lending and Firm Internal Capital Markets following a Deglobalization Shock".
DOI: 10.3535/45f-fzg-mgc
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4hq-ec1-e14
title: †Cleiothyridina Buckman, 1906

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/39k-q2q-xe7
title: †Joannites cymbiformis (Wulfen, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bvk-zvt-t2d
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z23-qvj-qb5
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8l2-jdc-xcy
title: Halorites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yr2-31p-bav
title: †Orthoceras Bruguière, 1789

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0l5-k4e-cz6
title: Dentalium Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fqy-s1d-aby
title: Harpoceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvv-447-47a
title: Coleoidea Bather, 1888

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jfn-3cp-1n0
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/51l-c8c-d7b
title: †Anasibirites multiformis Welter, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rsd-514-ata
title: Chama Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hx8-3g8-sta
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1dc-cwh-5cl
title: Rhynchonellata Williams, Carlson, Brunton, Holmer & Popov, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cmp-w98-8a8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1xs-ay7-863
title: †Stringocephalus burtini (Defrance in De Blainville, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9tw-gn7-byy
title: Rhynchonellata Williams, Carlson, Brunton, Holmer & Popov, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lhn-37a-gc2
title: Tridacna gigas (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yw5-xqa-3f9
title: Anthozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c13-lsr-ahd
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb6-3dd-dlc
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dns-2a5-g51
title: †Albanites arbanus (Arthaber, 1911)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qhl-rpd-68t
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34894/swv9wm
title: Replication data for: On evaluating social learning outcomes of serious games to collaboratively address sustainability problems: a literature review

description: Serious games are increasingly explored as collaborative tools to enhance social learning on sustainable management of land and natural resources. A systematic literature review was conducted to examine the current state of the art of the different methods and procedures used to assess social learning outcomes of collaborative serious games. 42 publications were identified and included in the review following study selection and quality assessment steps. Extracted data from the publications were categorized in relation to five research questions. The categorizations were subsequently used to identify approaches used to assess cognitive, normative and relational learning outcomes of collaborative serious games. As a result, these approaches distinguishes between the nature of learning in the assessment of collaborative serious games. Combined, these approaches provide an overview of how to assess social learning outcomes of collaborative serious games, including the methods and procedures that can be used, and may serve as a reference for scholars designing and evaluating collaborative serious games.
DOI: 10.3535/h6k-xrs-5z0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vph-tvh-aeq
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34894/mxz1fp
title: How to publish Open Access

description: There are a number of benefits to publishing Open Access, and many 
researchers want to contribute to the Open Science movement by the means
 of Open Access publishing. However, researchers still come across 
barriers when wanting to make their work Open Access. In this session, 
you will learn about the different types of Open Access and the options 
available to you to publish Open Access at the EUR so that you can 
overcome potential barriers to make your work publicly available.
description: This entry is a one-file data package totaling 8.0 MB, containing a file in .pdf format.If you use this dataset, please cite: Irani, Ava (2022). How to publish Open Access. Erasmus University Rotterdam (EUR). Presentation. https://doi.org/10.25397/eur.19449797
DOI: 10.3535/5zj-nvq-6dy
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6gl-5ma-plj
title: †Orthis Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/apz-3x3-tcg
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9rw-n25-jyw
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a8f-j3n-m21
title: †Undispirifer undiferus (Roemer, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vl7-qg9-hdh
title: †Waagenoconcha Chao, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wtg-p2w-evh
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gng-zzx-ekk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9gd-ce9-8mp
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h29-cja-70n
title: Chondrichthyes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1h1-ndq-6c0
title: †Coelogonia brardii (Brongniart, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r6w-g2e-2w8
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w3b-ans-5ce
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yr2-k1b-jkl
title: †Proarcestes ausseeanus (Hauer, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18255169
title: Clematicissus striata (Ruiz & Pav.) Lombardi. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.5281/zenodo.18255168
title: Clematicissus striata (Ruiz & Pav.) Lombardi. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.5281/zenodo.18255172
title: Měření - Export 15. 1. 2026

description: sadasd
DOI: 10.5281/zenodo.18255173
title: Měření - Export 15. 1. 2026

description: sadasd
DOI: 10.15468/dl.fwb3jh
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sorbus glabriuscula)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011405-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvf6u2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"CHN.14.9_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011407-260108223611665/datasets/export for details.
DOI: 10.15468/dl.pbkv9g
title: Occurrence Download

description: A dataset containing 1073 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.47.108_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1073 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011406-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18032044
title: Artificial Intelligence applied to the automated detection and identification of Devonian miospores

description: This repository provides the dataset and code for miospore detection and classification. Detection is performed with YOLOv11, and classification is implemented with VGG16, ResNet-18, and EfficientNet-B0. The dataset includes microscope images and corresponding annotations for three Devonian miospore species: Teichertospora torquata, Geminospora lemurata, and Samarisporites triangulatus, from the Ertych section (Central Armenia). Annotations were created using the Roboflow platform (https://roboflow.com/) and are provided in YOLOv11 PyTorch format.

These data were used to train a YOLOv11 detection model that achieves mAP@0.5 = 0.995 (mean average precision at an Intersection-over-Union threshold of 0.5). The same images were also used to train classification models that identify the three miospore species listed above.

Table 1. Summary of classification results on the image + area (size proxy) dataset using EfficientNet-B0, ResNet-18, and VGG16. Values are reported as mean ± standard deviation over 10 runs. Accuracy and macro-F1 are given in percent; MCC (Matthews correlation coefficient) is unitless.






Architecture



EfficientNet-B0



ResNet-18



VGG16





Inputs



Images + area size





Number of runs



10





Epochs per run



30





Best validation accuracy (mean, %)



74.6



76.2



81.2





Average test accuracy (%) ± std



79.6 ± 0.1048



87.9 ± 0.0797



87.5 ± 0.0665





Average test macro-F1 (%) ± std



76.4 ± 0.1305



86.9 ± 0.1033



87.3 ± 0.0698





Average test MCC ± std



0.75 ± 0.1315



0.85 ± 0.0920



0.84 ± 0.0829





Average Per-Class Accuracy (%)



86.25



84.5



85.5







Requirements and installation

We recommend using Python 3.10+ and a GPU-enabled environment (e.g. Google Colab or a local machine with CUDA).


Install the required packages with:



pip install -r requirements.txt


The requirements.txt file includes (among others):

- torch, torchvision- ultralytics- efficientnet_pytorch- pandas, numpy, scikit-learn- matplotlib, Pillow
DOI: 10.5281/zenodo.18032045
title: Artificial Intelligence applied to the automated detection and identification of Devonian miospores

description: This repository provides the dataset and code for miospore detection and classification. Detection is performed with YOLOv11, and classification is implemented with VGG16, ResNet-18, and EfficientNet-B0. The dataset includes microscope images and corresponding annotations for three Devonian miospore species: Teichertospora torquata, Geminospora lemurata, and Samarisporites triangulatus, from the Ertych section (Central Armenia). Annotations were created using the Roboflow platform (https://roboflow.com/) and are provided in YOLOv11 PyTorch format.

These data were used to train a YOLOv11 detection model that achieves mAP@0.5 = 0.995 (mean average precision at an Intersection-over-Union threshold of 0.5). The same images were also used to train classification models that identify the three miospore species listed above.

Table 1. Summary of classification results on the image + area (size proxy) dataset using EfficientNet-B0, ResNet-18, and VGG16. Values are reported as mean ± standard deviation over 10 runs. Accuracy and macro-F1 are given in percent; MCC (Matthews correlation coefficient) is unitless.






Architecture



EfficientNet-B0



ResNet-18



VGG16





Inputs



Images + area size





Number of runs



10





Epochs per run



30





Best validation accuracy (mean, %)



74.6



76.2



81.2





Average test accuracy (%) ± std



79.6 ± 0.1048



87.9 ± 0.0797



87.5 ± 0.0665





Average test macro-F1 (%) ± std



76.4 ± 0.1305



86.9 ± 0.1033



87.3 ± 0.0698





Average test MCC ± std



0.75 ± 0.1315



0.85 ± 0.0920



0.84 ± 0.0829





Average Per-Class Accuracy (%)



86.25



84.5



85.5







Requirements and installation

We recommend using Python 3.10+ and a GPU-enabled environment (e.g. Google Colab or a local machine with CUDA).


Install the required packages with:



pip install -r requirements.txt


The requirements.txt file includes (among others):

- torch, torchvision- ultralytics- efficientnet_pytorch- pandas, numpy, scikit-learn- matplotlib, Pillow
DOI: 10.15468/dl.ejqhaz
title: Occurrence Download

description: A dataset containing 2232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "DatasetKey is one of (SANT-Algae, Biodiversity of Luiz Saldanha Marine Park, Global distribution of marine forests [literature records], Monitoring Porto 2006-2008, Intertidal rocky shore assemblages in Portugal, The cryptogamy collection (PC) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris), Intertidal macroalgae species distribution along the Northwestern Iberian coast in 2020/2021, Kelp occurrences in the Azores (northeast Atlantic), Biomass of Characteristic Intertidal and Subtidal Taxa in the N of Spain from 1992 to 2003)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Saccharina brevipes, Laminaria, Laminaria rodriguezii, Laminaria hyperborea, Laminaria saccharina latissima, Laminaria saccharina latissima, Saccharina latissima, Saccorhiza polyschides, Phyllariopsis, Phyllariopsis brevipes, Undaria pinnatifida)"
 ]
}

 The dataset includes 2232 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011409-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14278/rodare.4376
title: Data publication: Identification of the two main transition velocities based on a novel combined approach validated in a bubble column operated with various water-glucose solutions - Pressure measurements

description: The data files contain the pressure in mbar measured with a timestep of 0.033 s at an axial height of 0.65 m above the sparger (see description file EXPERIMENTAL DETAILS.pdf and chapter 3 of the associated publication).
DOI: 10.14278/rodare.4375
title: Data publication: Identification of the two main transition velocities based on a novel combined approach validated in a bubble column operated with various water-glucose solutions - Pressure measurements

description: The data files contain the pressure in mbar measured with a timestep of 0.033 s at an axial height of 0.65 m above the sparger (see description file EXPERIMENTAL DETAILS.pdf and chapter 3 of the associated publication).