cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/57g8z63tmy
title: Imagined Speech Datasets Applying Traditional and Gamified Acquisition Paradigms

description: Recent computational advances have benefited brain-computer interfaces, but human factors have been continuously overlooked. Paradigm design directly impacts users' emotional state, thus impacting brain signal quality. This dataset provides electroencephalographic (EEG) data of 15 participants while performing imagined speech. Each participant performed two paradigms: a traditional paradigm, based on conventional design; and an experimental (gamified) paradigm, based on a video game. All files were pre-processed using EEGLAB. Raw and pre-processed data are provided.

Additionally, a set of questionnaires was applied to allow the study of the effects of each paradigm on each participant. First, age and sex were registered. Participants then answered the Internal Representations Questionnaire, which provides individual propensities to different kinds of internal representations. The measured representations are visual imagery, internal verbalization, and orthographic imagery. This questionnaire also provides a self-rating on manipulating mental representations. Participants also answered a Self-Assessment Manikin test before and after each paradigm, to establish emotional state, and a User Experience Questionnaire after each paradigm, to evaluate each paradigm across attractiveness, perspicuity, efficiency, dependability, stimulation, and novelty. 
 
The Experimental Paradigm includes vocalized speech after every imagined speech instance. Each vocalized word was registered on a spreadsheet. Instances that contain errors are not recommended for training classification models.

Possible applications of this dataset include, but are not limited to: classifying between up to four different imagined speech words, identifying the differences between imagined speech and vocalized speech, and researching the impact of the acquisition paradigm on brain signals quality.
DOI: 10.17632/k88gyzgh24
title: Multivariable Linear Regression Model. Outcome is definitive time to surgery (days).

description: Supplementary Table 2 for manuscript "Factors associated with time to treatment for definitive surgery for Sebaceous Carcinoma"
DOI: 10.17632/m5nwp6cffn
title: DIGITAL BASE MARKETING STRATEGIES: REVIEW INFLUENCER AND THEIR IMPACT BRAND AWARENESS

description: This research explores the impact of influencer marketing on brand awareness in the digital era. This study integrates findings from various articles discussing the influence of social media influencers on brand awareness, brand image, and trust in sponsored content. The research results show that social media influencers have a significant influence in increasing brand awareness and image, as well as building consumer trust in the content they promote. Influencers who have high credibility are able to form stronger relationships with their audience, which in turn increases consumer purchase intentions. Brand awareness acts as an important mediator in influencing purchase intentions, which shows that an effective influencer marketing strategy can increase consumers' desire to purchase promoted products. These findings emphasize the importance of selecting the right influencers and effective communication strategies to maximize marketing impact in today's social media era.
DOI: 10.6084/m9.figshare.14769030.v1
title: all_chr1H.snp_filter.out.phase.vcf.vcf.gz

description: A total of 494 qingke barley accessions were resequenced included 273 cultivars, 199 landraces and 22 wild resources. we obtained 38,358,904 high quality SNPs (single-nucleotide polymorphisms), as well as 1,828,584 InDels from the populations.
DOI: 10.6084/m9.figshare.19236768.v1
title: Hepatitis Data Set

description: Adaptation of http://archive.ics.uci.edu/ml/datasets/Hepatitis<br>Ready for usage with ehrapy
DOI: 10.6084/m9.figshare.21648080.v1
title: Table 5.3

description: <strong>Table 5.3: Information about sensory and cell-type specific microexons.</strong> For each microexon, Event ID, gene name and group (“sensory”, “olfactory” or “auditory”) are listed. For auditory and olfactory-specific microexons, gene function and disease connection are specified.
DOI: 10.6084/m9.figshare.25107965.v5
title: Experimental data and the simulation results

description: Water samples were monitored in real-time, daily, for 12 months (from January to December 2021) across three distinct sampling points (P1, P2 and P3). For this purpose, a Wi-Fi modular multiparameter system was used, the Metrinet - Q52
DOI: 10.6084/m9.figshare.27629073.v1
title: Comparative miRNA expression profiling analysis of RNA-seq data of hESCs WA09 (H9) cells (CONTROL) and these cells treated with 20 uM 24 hours pan-E2F inhibitor treatment (iE2F-20uM)

description: To investigate those miRNAs regulated by E2Fs transcription factors in hESCs we treated WA09 (H9) hESCs with a 20 mM 24 hours pan-E2F inhibitor (HLM006474).We then performed miRNA expression profiling analysis using data obtained from RNA-seq of three biological replicates of H9 vehicle control and three biological replicates of pan-E2F inhibitor treated cellsComparative miRNA expression expression profiling analysis of RNA-seq data of hESCs WA09 (H9) cells (CONTROL) and these cells treated with 20 mM 24 hours pan-E2F inhibitor treatment (iE2F-20mM).hPSCs were cultured on Geltrex (Thermo Scientific) coated dishes in combination with a fully defined mTeSR1 medium (Stem Cell Technologies) in humidified atmosphere with 5% CO2 at 37°C.hESCs WA09 (H9) cells were treated with 20 mM 24 hours pan-E2F inhibitor HLM006474 (Sigma).Total RNA was extracted with mirVanaTM miRNA Isolation Kit (Ambion, Thermo Fisher Scientific) following the manufacturer’s protocols.Small RNA libraries for small RNA-seq were prepared using the TruSeq small RNA Library Prep Kit following manufacturer’s protocols.
DOI: 10.6084/m9.figshare.3557196.v1
title: Supplement 1. R script used in the sensitivity analysis of the effect of cell resolutoin on centroid estimates.

description: File List Sensitivity_analysis.r (MD5: 17c39310da7f252b91d93c5957657c3d) Description The R script provided in this supplement runs a sensitivity analysis to assess the effect of cell resolution on estimates of geographic centroids. Comment lines in the script describe the method, specify the inputs and outputs and the range of values for the parameters used in the sensitivity analysis.
DOI: 10.6084/m9.figshare.3558291.v1
title: Appendix B. Model comparison table and regression coefficients for parameters included in the five best overall stream signature prediction models.

description: Model comparison table and regression coefficients for parameters included in the five best overall stream signature prediction models.
DOI: 10.6084/m9.figshare.25215338.v1
title: Data and code associated with manuscript "Naturalized species drive functional trait shifts in plant communities"

description: We integrated data from the Standardized Plant Community with Introduced Status database (SPCIS) database with functional trait data from TRY, the Global Root Trait Database, the Root Systems of Individual Plants Database, and peer reviewed literature to assess how introduced plant species change the functional composition of plant communities. Included in the zipfile are the following datasets and scripts: <br>Datasets: SPCIS_CWM_80.csv : Community weighted means of traits for plots used in abundance gradient analysesSPCIS_cooccurring_weighted_means: Weighted means of native and naturalized species in plots where they cooccur. These data were used in concurrence analyses Woodiness_by_plot: Proportion of woody cover in SPCIS plotsWoodiness_CWM: Weighted means of woody and herbaceous species in plots where they cooccur TraitShifts_TraitTable: Mean trait values for species in SPCIS. These data were used to calculate community means and weighted means of specific groups (e.g., native vs nonnative species). Scripts: TraitShifts_Analyses_Figures.R : Code for abundance gradient and concurrence analyses TraitShifts_Analyses_Figures_Woodiness.R: Code for woody vs herbaceous species analyses TraitShifts_Analyses_Figures_NvsI_SI.R: Code for native vs. naturalized species analyses
DOI: 10.6084/m9.figshare.28446950.v1
title: Electrophysiology recording in free moving rat with AMPH/Saline Injection

description: We are sharing electrophysiology datasets in 4 rats brains, with the injection of Amphetamine (AMPH) or Saline (control group). We found evoked responses in both local field potentials and single-unit spike activities after the drug administration. This dataset is used for our publication (Stabilized Carbon Coating for Scalable and Interoperable Neurotransmitter Sensing) at Nature Communications.Data was recorded with Intan RHD recorder.
DOI: 10.6084/m9.figshare.4811026.v1
title: Matlab script to run one realisation of the three plates example (figure 7 and 8) from Coupling strength assumption in statistical energy analysis

description: Matlab script to run one realisation of the three plates example (figure 7 and 8)
DOI: 10.6084/m9.figshare.7005713.v1
title: Human lymphoblast cells (GM12878, uATAC-seq)

description: uATAC-seq for human lymphoblast cells (GM12878)
DOI: 10.6084/m9.figshare.7929914.v1
title: Behavioral_data_minimizing_threat

description: Choice and RT data from the article "Minimizing threat via heuristic and optimal policies recruits hippocampus and medial prefrontal cortex"<br>
DOI: 10.15468/dl.g2pqt2
title: Occurrence Download

description: A dataset containing 362178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lonicera xylosteum L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 362178 records from 1430 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013397-250525065834625/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.31189936
title: few-shot_lung_MERFISH_10k

description: This is the checkpoint for the fine-tuned model with 10k example cells in the MERFISH platform.Train for 1.5k steps with LoRA
DOI: 10.6084/m9.figshare.31189936.v3
title: few-shot_lung_MERFISH_10k

description: This is the checkpoint for the fine-tuned model with 10k example cells in the MERFISH platform.Train for 1.5k steps with LoRA
DOI: 10.6084/m9.figshare.31189936.v2
title: few-shot_MERFISH_10k

description: This is the checkpoint for the fine-tuned model with 10k example cells in the MERFISH platform.Train for 1.5k steps with LoRA
DOI: 10.15468/dl.kxweh9
title: Occurrence Download

description: A dataset containing 1701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.6498 20.37648,-99.6498 20.54934,-99.73533 20.54934,-99.73533 20.37648,-99.6498 20.37648))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1701 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000800-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57761/re19-yf26
title: partner-mpib-de

description: This is a dataset for partner-mpib-de, current API params: {'dataset_id': 'partner-mpib-de', 'is_save_to_storage': True, 'is_force_uploading_to_redivis': False, 'slack_notification_mode': 'Full', 'orgs': "partner-mpib-de (users): Org (['TbyA1NTvwHUmezi1fezs']), Date range: No date limit"}
DOI: 10.15468/dl.da2e6d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cleaveius portblairensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000801-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18422541
title: Experimental data on CO₂ reduction selectivity of structurally doped TiO₂ photocatalysts

description: This study investigates the tuning of product selectivity in photocatalytic CO₂ reduction by structural doping of TiO₂ using nitrogen lattice doping, Ti³⁺ self-doping via oxygen vacancies, and surface-anchored single platinum active sites. Advanced structural and spectroscopic analyses reveal how dopant-induced defect engineering governs charge separation and electron transfer pathways, enabling selective formation of CO or CH₄. Nitrogen doping stabilizes oxygen vacancies and favors two-electron reduction to CO, while platinum sites promote multi-electron transfer leading to methane. The work directly supports the APPROACH project objectives by advancing knowledge in functional photonic materials for solar energy harvesting and contributes to WP3 (Human Capital of Excellence) and WP4 (Talent Skill Development) through interdisciplinary skill development and knowledge transfer in advanced materials design.
DOI: 10.5281/zenodo.18422540
title: Experimental data on CO₂ reduction selectivity of structurally doped TiO₂ photocatalysts

description: This study investigates the tuning of product selectivity in photocatalytic CO₂ reduction by structural doping of TiO₂ using nitrogen lattice doping, Ti³⁺ self-doping via oxygen vacancies, and surface-anchored single platinum active sites. Advanced structural and spectroscopic analyses reveal how dopant-induced defect engineering governs charge separation and electron transfer pathways, enabling selective formation of CO or CH₄. Nitrogen doping stabilizes oxygen vacancies and favors two-electron reduction to CO, while platinum sites promote multi-electron transfer leading to methane. The work directly supports the APPROACH project objectives by advancing knowledge in functional photonic materials for solar energy harvesting and contributes to WP3 (Human Capital of Excellence) and WP4 (Talent Skill Development) through interdisciplinary skill development and knowledge transfer in advanced materials design.
DOI: 10.26093/cds/vizier.36930032
title: Spectroscopic data of HD 235088 (TOI-1430)

description: VizieR online Data Catalogue associated with article published in journal Astronomy and Astrophysics with title ' The GAPS Programme at TNG. LXV. Precise density measurement of TOI-1430 b, a young planet with an evaporating atmosphere.' (bibcode: 2025A&A...693A..32N)
DOI: 10.5281/zenodo.18422563
title: The Science of Organisational Resilience: Decoding Its Intellectual Structure to Understand Foundations and Future

description: This study aims to decode the intellectual structure of organisational resilience (OR) and provide a comprehensive overview of its conceptual development, key intellectual shifts and emerging research directions. We apply bibliometric co-citation analysis using CiteSpace on the scientific production on OR indexed in the Web of Science—Social Sciences Citation Index. The analysis identifies clusters, turning points and citation bursts, enabling the mapping of the field’s main themes and intellectual foundations. The findings reveal eight major clusters of OR research, with distinctive yet interconnected areas: crisis management, disaster management, conceptualisation, supply chain management, influencing factors, strategy and planning, evaluation and community resilience. Key turning points and burst papers highlight the evolution of the field from conceptual foundations to strategic approaches shaped by global crises. The study advances theory by demonstrating how OR research is structured across clusters and by identifying conceptual gaps that require integration, which are addressed through a proposed research agenda. For scholars, it provides a roadmap to navigate the most influential works and theories, while for practitioners and policymakers, it highlights actionable directions to strengthen resilience in organisations facing volatile and uncertain environments.
DOI: 10.5281/zenodo.18422564
title: The Science of Organisational Resilience: Decoding Its Intellectual Structure to Understand Foundations and Future

description: This study aims to decode the intellectual structure of organisational resilience (OR) and provide a comprehensive overview of its conceptual development, key intellectual shifts and emerging research directions. We apply bibliometric co-citation analysis using CiteSpace on the scientific production on OR indexed in the Web of Science—Social Sciences Citation Index. The analysis identifies clusters, turning points and citation bursts, enabling the mapping of the field’s main themes and intellectual foundations. The findings reveal eight major clusters of OR research, with distinctive yet interconnected areas: crisis management, disaster management, conceptualisation, supply chain management, influencing factors, strategy and planning, evaluation and community resilience. Key turning points and burst papers highlight the evolution of the field from conceptual foundations to strategic approaches shaped by global crises. The study advances theory by demonstrating how OR research is structured across clusters and by identifying conceptual gaps that require integration, which are addressed through a proposed research agenda. For scholars, it provides a roadmap to navigate the most influential works and theories, while for practitioners and policymakers, it highlights actionable directions to strengthen resilience in organisations facing volatile and uncertain environments.
DOI: 10.15468/dl.822u4b
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Neovison vison"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000802-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.runf4u
title: Occurrence Download

description: A dataset containing 567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-74.07446 4.84389,-74.00673 4.84389,-73.98183 4.90692,-74.07162 4.87495,-74.07446 4.84389))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 567 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000804-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e228327v1-198209
title: Data and Code for: Gender Differences in Financial Advice

description: Based on data gathered from 27,000 real-world meetings between financial advisors and clients of a large German bank, we show that advisors offer more self-serving advice to women, while men are more likely to receive sales fee rebates and less likely to be recommended expensive in-house multi-asset funds. Additional client and advisor surveys provide evidence consistent with statistical discrimination based on gender as a proxy for client financial sophistication, with female clients exhibiting lower financial literacy, confidence, and price sensitivity. Moreover, female advisors report less confidence in their own professional skills and engage in less discrimination than their male colleagues.
description: Clients of a German bank (Proprietary bank data)<br><br>Financial advisors in Germany (Experimental surveys).
DOI: 10.25345/c5j38kx4m
title: MassIVE MSV000100650 - LFQ proteomic analysis of brown adipose tissue in wild-type and Trpa1 KO mice under prolonged mild cold exposure
title: LFQ mass spectrometry proteomics data of brown adipose tissue from WT and Trpa1 KO mice under thermoneutral and cold conditions. Three biological replicates per group.
DOI: 10.15468/dl.ambyur
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Machine Observation, Observation, Human Observation, Material sample, Material citation)",
 "Country is one of (India, Nepal, Bhutan, Pakistan, Bangladesh)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Amaranthus hypochondriacus, Amaranthus cruentus, Amaranthus tricolor, Amaranthus caudatus)"
 ]
}

 The dataset includes 204 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000814-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18422232
title: "16-Year Soccer Fatigue and Performance Decay Study (2010-2026)".

description: Executive Summary

This document serves as the formal technical overview for the 16-Year Soccer Fatigue and Performance Decay Study (2010-2026). The research focuses on the intersection of human metabolic load and predictive variance in professional soccer leagues. By modeling performance decay through fatigue coefficients, we identify statistical deviations that traditional scouting often overlooks.

Research Methodology & Data Focus:





Temporal Coverage: 2010-01-01 to 2026-01-29.




Core Objective: Identifying predictive value in professional soccer through longitudinal fatigue analysis.




Key Metrics: Metabolic load modeling and its impact on late-game performance decay.



Authoritative Verification Nodes:





Official Research Hub (Google Cloud): https://storage.googleapis.com/soccer-picks-verification-hub/index.htm




Technical Engine (GitHub): https://github.com/georgiborislavov/soccer-fatigue-analysis-engine




Historical Archive (Archive.org): https://archive.org/details/soccer-fatigue-analysis-2010-2026




Live Analysis Platform: https://soccer-picks.org/
DOI: 10.5281/zenodo.18422231
title: "16-Year Soccer Fatigue and Performance Decay Study (2010-2026)".

description: Executive Summary

This document serves as the formal technical overview for the 16-Year Soccer Fatigue and Performance Decay Study (2010-2026). The research focuses on the intersection of human metabolic load and predictive variance in professional soccer leagues. By modeling performance decay through fatigue coefficients, we identify statistical deviations that traditional scouting often overlooks.

Research Methodology & Data Focus:





Temporal Coverage: 2010-01-01 to 2026-01-29.




Core Objective: Identifying predictive value in professional soccer through longitudinal fatigue analysis.




Key Metrics: Metabolic load modeling and its impact on late-game performance decay.



Authoritative Verification Nodes:





Official Research Hub (Google Cloud): https://storage.googleapis.com/soccer-picks-verification-hub/index.htm




Technical Engine (GitHub): https://github.com/georgiborislavov/soccer-fatigue-analysis-engine




Historical Archive (Archive.org): https://archive.org/details/soccer-fatigue-analysis-2010-2026




Live Analysis Platform: https://soccer-picks.org/
DOI: 10.5281/zenodo.18403523
title: THEIA Data Cubes Samples
DOI: 10.5281/zenodo.18403524
title: THEIA Data Cubes Samples