cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15096609
title: Dataset of arthropod flower visits captured via smartphone time-lapse photography

description: This annotated dataset comprises time-lapse images of arthropods visiting flowers, captured using smartphones placed above selected open flowers. The data collection took place from July to September 2021 in urban green spaces in and around Leipzig and Halle, Germany. Each arthropod in the images is marked with a bounding box, and individuals from the Hymenoptera (excluding ants) and Diptera orders have been identified to the lowest possible taxonomic level. 

This dataset repository corresponds to the published article:







Ștefan V., Stark T., Wurm M., Taubenböck H., Knight T.M. (2025). Successes and limitations of pretrained YOLO detectors applied to unseen time-lapse images for automated pollinator monitoring. Sci Rep 15, 30671 (2025). DOI: https://doi.org/10.1038/s41598-025-16140-z 




The detailed methodology of data collection is provided in:



Ștefan, V., Workman, A., Cobain, J. C., Rakosy, D., & Knight, T. M. (2024). Utilising affordable smartphones and open-source time-lapse photography for pollinator image collection and annotation. Journal of Pollination Ecology, 37, 1-21. DOI: https://doi.org/10.26786/1920-7603(2025)778


This research was funded by the Helmholtz AI initiative (Information & Data Science) Pollination Artificial Intelligence (ZT-I-PF-5-115), led by Prof. Tiffany M. Knight and Prof. Hannes Taubenböck, the Helmholtz Recruitment Initiative of the Helmholtz Association to Tiffany M. Knight, and iDiv (German Research Foundation FZT 118)
DOI: 10.15468/dl.kuper5
title: Occurrence Download

description: A dataset containing 364689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is one of (EOD – eBird Observation Dataset, Observation.org, Nature data from around the World)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Psittacula krameri"
 ]
}

 The dataset includes 364689 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017450-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpbvfr
title: Occurrence Download

description: A dataset containing 155870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus alba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 155870 records from 1444 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017435-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30530618.v1
title: Morphological and mechanical characteristics of T. repens L. and shear strength of its reinforced soil

description: plant density 10, 20, 30 and 40 g/m2; growth stage 3, 6, 9, 12 monthsRoot number varied with root diameter ranges and plant densities of<i> T. repens</i> L. across different soil depth ranges at the given growth stage.Root number varied with root length ranges and plant densities of<i> T. repens</i> L. at the given growth stage.Relationship between tensile strength and root diameter of <i>T. repens</i> L. rootsShear strength of the <i>T. repens </i>L. root-reinforced soil at the given growth stage and plant density, in the [0,5] cm depth range
DOI: 10.15468/dl.wnwh3m
title: Occurrence Download

description: A dataset containing 1981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-80.97693 33.97765, -81.05697 33.97765, -81.05697 34.02798, -80.97693 34.02798, -80.97693 33.97765))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1981 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017470-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/4xbt-hq04
title: "Akwa Ibom State University {AKSU} 2025\/2026 Admission List (1st & 2nd) is Out \u260e 07073028206)(07073028206) DR. Williams For Admis"

description: "Akwa Ibom State University {AKSU} 2025\/2026 Admission List (1st & 2nd) is Out \u260e 07073028206)(07073028206) DR. Williams For Admission Assistance Into Third And Final Batch Call The Registrar Office (07073028206) To Check Your Admission Status On The Admission"
DOI: 10.17182/hepdata.45229.v1/t1
title: "Table 1" of "Results from pluto at petra"

description: No description provided.
description: DESY-PETRA, PLUTO COLLABORATION. CORRECTED FOR RADIATIVE EFFECTS AND TWO-PHOTON EXCHANGE EVENTS. THE 13 AND 17 GEV CROSS SECTIONS WERE PREVIOUSLY PUBLISHED IN CH. BERGER ET AL., PL 81B, 410 (1979).
DOI: 10.5281/zenodo.17530198
title: The impact of proinflammatory cytokines on the β-cell regulatory landscape provides insights into the genetics of type 1 diabetes
title: Infinium MethylationEPIC array

description: This dataset contains DNA methylation profiles generated using the Infinium MethylationEPIC BeadChip (Illumina, 850K). DNA was extracted from endocrine cell (EC) cultures that were either exposed or unexposed to the pro-inflammatory cytokines IL-1β and IFN-γ for 48 hours (n = 5 biological replicates per condition). DNA extraction was performed using the QIAamp DNA Mini Kit (QIAGEN), and 1 µg of DNA per sample (10 samples in total) was processed for array hybridization and scanning following Illumina’s standard protocols.

Raw array data were preprocessed and analyzed using the RnBeads R package (v3.2.0). Differential methylation between cytokine-treated and control samples was assessed using empirical Bayesian hierarchical linear models implemented in the limma package (v3.40.0). Analyses were performed on M values (log-transformed β values). P-values were adjusted for multiple testing using the Benjamini–Hochberg false discovery rate (FDR) correction. CpG sites were considered differentially methylated if they exhibited an FDR-adjusted p-value < 0.05 and an absolute β-value difference > 0.2 (≥ 20% methylation change).

A full list of differentially methylated CpGs is provided in Supplementary Table 7 of the associated publication.
DOI: 10.15468/dl.w5mpg4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tubulanus lucidus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017472-251025141854904/datasets/export for details.
DOI: 10.21227/2e61-an64
title: "Ambrose Alli University {AAU} 2025\/2026 Admission List (1st & 2nd) is Out \u260e 07073028206)(07073028206) DR. Williams For Admission"

description: "Ambrose Alli University {AAU} 2025\/2026 Admission List (1st & 2nd) is Out \u260e 07073028206)(07073028206) DR. Williams For Admission Assistance Into Third And Final Batch Call The Registrar Office (07073028206) To Check Your Admission Status On The Admission"
DOI: 10.15468/dl.9sj4bm
title: Occurrence Download

description: A dataset containing 526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-84.94554 32.43979, -84.99731 32.43979, -84.99731 32.51671, -84.94554 32.51671, -84.94554 32.43979))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 526 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017474-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj7nbe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tubulanus roretzi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017476-251025141854904/datasets/export for details.
DOI: 10.48331/scielodata.nlqhxe/hcbry0
title: Patients.xlsx.tab

description: Supplementary Material of the Article "Contribution of artificial intelligence to the imaging diagnosis of pediatric pulmonary tuberculosis"
DOI: 10.48331/scielodata.nlqhxe/ggpbdz
title: README_e5.pdf
DOI: 10.48331/scielodata.nlqhxe
title: Supplementary Material of the Article "Contribution of artificial intelligence to the imaging diagnosis of pediatric pulmonary tuberculosis"

description: Supplementary Material of the Article "Contribution of artificial intelligence to the imaging diagnosis of pediatric pulmonary tuberculosis"
DOI: 10.17026/ss/pjve9r
title: Startmonitor studiejaar 2023-2024

description: De Startmonitor is een onderzoeksproject van het ministerie van OCW. De Startmonitor is in 2008 door ResearchNed ontwikkeld met als doel om structureel zicht te krijgen op het voorlichtinggebruik en studiekeuzeproces van nieuwe studenten in het hoger onderwijs en om in kaart te brengen hoe studenten ‘landen’ in hun opleiding en of hun eerste jaar naar tevredenheid verloopt. De Startmonitor beoogt om in dat proces van studiekeuze, start en integratie van studenten de determinanten op te sporen van studiesucces en studieuitval in het eerste studiejaar. De Startmonitor wordt jaarlijks uitgevoerd sinds studiejaar 2008-2009. Met ingang van studiejaar 2018-2019 is de Startmonitor een onderzoek van het ministerie van OCW en omvat het onderzoek jaarlijks twee enquêtes, namelijk in september en in juni. De 2e meting uit Startmonitor 2023-2024 wordt later toegevoegd.
description: Startmonitor
description: SPSS
DOI: 10.15468/dl.jawbva
title: Occurrence Download

description: A dataset containing 43997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pelosia muscerda"
 ]
}

 The dataset includes 43997 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030143-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9rr8s
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca munzala"
 ]
}

 The dataset includes 65 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030145-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18702823
title: Dataset y Análisis Multivariado: Madurez Organizacional en Mejora Continua - Sector Metalmecánico del Bajío, México (Datos, n=48)

description: Dataset anonimizado de diagnóstico organizacional aplicado a 48 profesionales del sector metalmecánico del Bajío, México (octubre-diciembre 2025). Incluye: (1) respuestas del cuestionario de 49 ítems, (2) 9 índices compuestos construidos, (3) resultados de PCA (PC1=25.61%, PC2=24.14%), (4) clustering jerárquico (3 clusters), y (5) documentación metodológica completa. Datos reales, reproducibles, con KMO=0.517 y Alfa de Cronbach (5S)=0.837.
DOI: 10.15468/dl.snn92p
title: Occurrence Download

description: A dataset containing 3458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca radiata"
 ]
}

 The dataset includes 3458 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030146-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18703138
title: RogueGPT Stimulus Corpus: A Multilingual LLM-Generated News Dataset

description: A multilingual corpus of 2,308 text fragments generated by seven large language models (GPT-3.5 Turbo, GPT-4o, Gemma 7B, Llama 2 13B, Mistral 7B, Phi-3 Mini, GPT-4) and sourced from human journalists, designed for research on AI-generated disinformation detection. The corpus follows a four-quadrant design crossing content origin (Human vs. Machine) with veracity (Real vs. Fake) across four languages (English, German, French, Spanish) and three formats (tweet, headline, short article). Created using the RogueGPT platform as part of a doctoral dissertation on the AI-driven disinformation ecosystem at Frankfurt University of Applied Sciences.
DOI: 10.5281/zenodo.18703137
title: RogueGPT Stimulus Corpus: A Multilingual LLM-Generated News Dataset

description: A multilingual corpus of 2,308 text fragments generated by seven large language models (GPT-3.5 Turbo, GPT-4o, Gemma 7B, Llama 2 13B, Mistral 7B, Phi-3 Mini, GPT-4) and sourced from human journalists, designed for research on AI-generated disinformation detection. The corpus follows a four-quadrant design crossing content origin (Human vs. Machine) with veracity (Real vs. Fake) across four languages (English, German, French, Spanish) and three formats (tweet, headline, short article). Created using the RogueGPT platform as part of a doctoral dissertation on the AI-driven disinformation ecosystem at Frankfurt University of Applied Sciences.
DOI: 10.15468/dl.fdmdr6
title: Occurrence Download

description: A dataset containing 145821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Elevation 1186.0-4715.0m",
 "OccurrenceStatus is Present",
 "StateProvince is one of (Tungurahua, Cotopaxi, Pastaza, Napo)"
 ]
}

 The dataset includes 145821 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030136-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31084063.v1
title: DynamicTHOR: A Scalable Dataset of Human-Centric Dynamic Scenes for Embodied AI

description: DynamicTHOR is a synthetic dataset of human-centric dynamic indoor scenes designed for embodied AI research. The dataset simulates daily human activities and the resulting object relocations over time, enabling the study of dynamic environments beyond static scenes.The dataset consists of two main components: (1) a character activity dataset including 50 distinct personas with five-day activity schedules and associated activity–object probability models, and (2) 100 instantiated dynamic scenes with time-indexed object configurations that can be directly loaded and replayed in the ProcTHOR simulator. The data are intended to support research on embodied navigation, memory, human-aware planning, and other tasks that require reasoning about dynamic object states.<br>
DOI: 10.15468/dl.2ez339
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Living Specimen, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio inexpectatus"
 ]
}

 The dataset includes 38 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030150-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjd4rm
title: Occurrence Download

description: A dataset containing 17014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON((-122.82216 49.16352,-122.52845 49.16352,-122.52845 49.347,-122.57963 49.39142,-122.82216 49.347,-122.82216 49.16352))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Branta canadensis"
 ]
}

 The dataset includes 17014 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030151-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpx8jn
title: Occurrence Download

description: A dataset listing the 173405 species recorded in GBIF matching the query:
{
 "Country" : [
 "is Costa Rica"
 ]
}

 The dataset's 173405 records were derived from 2381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030137-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9ettr
title: Occurrence Download

description: A dataset containing 12906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus viridis",
 "Year 1975-2024"
 ]
}

 The dataset includes 12906 records from 535 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012825-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.11294828.v1
title: Example data for metabarcoding practical

description: FASTQ data from soil samples
DOI: 10.6084/m9.figshare.11343920.v1
title: Source data for spore and vegetative cell density analysis - raw images and raw counts

description: To compare the efficiency of bead-beading based DNA extraction kits on C. difficile spore versus vegetatively growing cells, we grew one anaerobic culture overnight and one spore preparation using chlorspore media. Before extracting DNA, the cell density was normalized by counting cells in both cultures and diluting to a consistent density. The power of magnification is 10x higher in the spore images. These data correspond to analyses described only in-text in VanInsberghe at al.
DOI: 10.17632/drz8jzvyzj
title: Data for: Design of sustainable and resilient eco-industrial parks: planning the flows integration network through multi-objective optimization

description: GAMS codes to obtain results of the two case studies in Kalunborg and Ulsan eco-industrial parks.
DOI: 10.17632/gcy3g4g42j
title: Cooperative pro-tumorigenic adaptation to oncogenic RAS through epithelial to mesenchymal plasticity

description: In breast cancers, aberrant activation of the RAS/MAPK pathway is strongly associated with mesenchymal features and stemness traits, suggesting an interplay between this mitogenic signaling pathway and epithelial-mesenchymal plasticity (EMP). By using inducible models of human mammary epithelial cells, we demonstrate herein that the oncogenic activation of RAS promotes ZEB1-dependent EMP, which is necessary for malignant transformation. Notably, EMP is triggered by the secretion of pro-inflammatory cytokines from neighboring RAS-activated senescent cells, with a prominent role for IL-6 and IL-1. 
Our data contrast with the common view of cellular senescence as a tumor suppressive mechanism and EMP as a process promoting late stages of tumor progression in response to signals from the tumor microenvironment. Indeed, we highlighted here a pro-tumorigenic cellular cooperation of RAS-activated mammary epithelial cells, which leverages on oncogene-induced senescence and EMP to trigger cellular reprogramming and tumor initiation.
DOI: 10.17632/y8syxphvnr
title: Experimental radar data for monitoring brain-atrophy progression

description: These files contain all S-parameter measurements from lamb brain phantoms that are used to mimic whole-brain atrophy.
The data files in this folder contain the frequency-domain S-parameters before any reference-scan subtraction has been performed.  Two-port VNA is used where two antennas operate at one time. Each excel sheet contains data for two antennas. The data include the frequency (GHz), magnitude, and Phase (Degree) for S11, S21, S12, and S22. The name of the sheet reflects which antennas combinations are used for example the very first sheet "Normal1and4" means Normal (healthy) brain phantom and antenna 1 and antenna 4  and so on.
DOI: 10.6084/m9.figshare.25400038.v1
title: Supplementary Material for: Long Non-coding RNA RP11-252C15.1 is a Potential Biomarker of Prognosis and Hallmark for Leukemogenesis in Children with B-cell Precursor Acute Lymphoblastic Leukemia

description: Introduction: Improved understanding of the prognostic biomarkers associated with childhood acute lymphoblastic leukemia (ALL) is needed for accurate risk group stratification. This study aimed to identify potential long-non coding RNA (lncRNA) markers and evaluate their prognostic value in children with ALL.
Methods: We selected 50 children with newly diagnosed ALL and 20 age-matched patients with idiopathic immune thrombocytopenia (controls). RNA sequencing was performed to identify differentially expressed lncRNAs between the ALL and control groups. Correlation analysis was performed to determine the relationships between candidate lncRNAs, clinical features, and the risk of leukemogenesis. 
Results: A total of 1,019 differentially expressed lncRNAs were identified between the ALL and control groups. Reverse-transcriptase (RT-qPCR) revealed that lncRNA RP11-252C15.1 and lncRNA RP11-701P16.2 were significantly upregulated in patients with ALL. Furthermore correlation analysis showed that lncRNA RP11-252C15.1 and lncRNA RP11-701P16.2 represent potential predictors of leukemogenesis; however, only lncRNA RP11-252C15.1 was associated with clinical features and outcome in children with B-cell precursor ALL (BCP-ALL). In vitro experiments confirmed that lncRNA RP11-252C15.1 was significantly overexpressed in BCP-ALL cell lines and promoted proliferation, and repressed apoptosis in MHH-CALL-3 cells.
Conclusion: LncRNA RP11-252C15.1 is a potential oncogene in BCP-ALL pathogenesis and a prognostic biomarker in children with BCP-ALL.
DOI: 10.6084/m9.figshare.28878002.v1
title: D_2_(+)1.itm3D OrbiSIMS Metabolic Profiling of E. coli Reveals Effects of FMT- Derived Faecal Filtrate and Phage-Azithromycin on Amino Acids and Lipid Pathways.

description: Antimicrobial resistance (AMR) represents a pressing global health threat, necessitating innovative alternatives to traditional antibiotics. Among these, bacteriophage therapy and faecal microbiota transplantation (FMT)-based interventions have emerged as promising strategies. However, the metabolic responses of multidrug-resistant (MDR) pathogens to these therapies remain poorly understood. In this study, we applied advanced 3D Orbitrap Secondary Ion Mass Spectrometry (3D OrbiSIMS) metabolomics, offering ultra-high mass resolution (&gt;240,000) and sub-2 ppm mass accuracy, to profile metabolic alterations in pathogenic Escherichia coli strains, Enteroaggregative (EAEC) and Enteroinvasive (EIEC), following treatment with lytic phage vB_EcoM_SVMS_56, phage–azithromycin combination therapy, and sterile faecal filtrates from healthy FMT donors (n = 4; mean age 33.75 ± 2.38 years).