cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/b7c2h6cbc6
title: Multi-Modal User Modeling for Task Guidance (MUTMG): A Dataset for Real-Time Assistance with Stress and Interruption Dynamics

description: We introduce the Multi-Modal User Modeling for Task Guidance (MUMTG) to support the development of AI models for such purposes.
The dataset is created through human-subjects studies with users performing search and assembly procedures with help from virtual instructions provided by either a head-worn AR headset or a laptop screen.
The data-collection study uses a game-like scenario to guide participants through six guided tasks that vary in difficulty. Within each group, we manipulated task duration and induced several stress triggers to increase the task cognitive demand for three tasks. The dataset includes physiological data such as electrodermal activity, temperature, heart rate, pupil dilation, and gaze. We also collected subjective self-report ratings regarding task workload and emotional responses after each task. We offer this rich dataset as a valuable resource to facilitate the development of user models for task guidance in highly demanding contexts.
DOI: 10.6084/m9.figshare.19180949.v1
title: PGC3_SCZ_wave3_public.v2_sort.bw

description: UCSC genome browser track of PGC3_SCZ_wave3_public.v2
DOI: 10.17632/bnzj83sy8s
title: Arbitrage-Based Recovery

description: These files contain the MATLAB code used to obtain the results in the paper Arbitrage-Based Recovery by Ferenc Horvath, published in the Journal of Financial Economics. Since the vast majority of the data is from commercially available databases, here only a pseudo data set is included.
DOI: 10.17632/hnfp5yrght
title: Assistive loading promotes goal-directed tuning of stretch reflex gains 

description: The data was obtained from the right arm of 16 (8:8, female:male) right handed participants. Surface electromyography (EMG) signals were recorded from seven arm muscles: (1) m. brachioradialis, (2) m. biceps brachii, (3) m. triceps brachii caput laterale, (4) m. triceps brachii caput longum, (5) m. deltoideus pars anterior (6) m. deltoideus pars posterior, and (7) m. pectoralis major. 
The file contains the Trial parameters, Right hand position, forces, velocities, torques, accelerations and EMG signal 200 ms prior to perturbation untill 801 ms after perturbation. 
The file is a matlab structure.
DOI: 10.17632/y3hfbzknf8
title: Research data

description: To evaluate the efficacy and safety of sodium hyaluronate medical dressing in alleviating skin sensitivity. 
A self-controlled before-and-after study was conducted, enrolling subjects diagnosed with sensitive skin. Sodium hyaluronate medical dressing was applied as the main intervention. Changes in skin physiological parameters and subjective symptom scores before and after the intervention were compared, and the occurrence of adverse reactions was analyzed.
DOI: 10.17632/z68kh9x52x
title: The GU-ECG Database: ECG Datasets for Detection and Classification of Acute Myocardial Ischaemia Through Machine Learning
DOI: 10.17632/zwmjrr2463
title: Boosting Separate Collection of Dry Recyclables With Door-to-Door Bio-Waste Collection in EU Capitals 

description: In this study we investigate whether door-to-door bio-waste collection contributes to boosting the collection of dry recyclables such as glass, metal, paper and plastic in 28 European Union capitals (pre-Brexit). Employing Multiple Linear Regression (MLR), we sequentially test for 13 control variables including six, related to different waste management system and seven controls related to urban, economic and political aspects. We find evidence that door-to-door bio-waste collection is associated with greater amounts of separately collected dry recyclables. Cities with door-to-door bio-waste collection, on average, sort 60 kilograms per capita per year more of dry recyclables. Although the causal mechanisms behind such a relationship need further investigation, this finding indicates that European Union waste management could benefit from a stronger promotion of door-to-door bio-waste collection.
The MLR models were built using R programming language while controlling for six waste management system related variables (PAYT system, glass bring points, metal bring points, door-to-door paper collection, door-to-door plastic collection and number of other collection systems) as well as seven additional control variables: two urban indicators (population and population density), two economic indicators (GDP per capita, material and social deprivation ratio) and three political indicators (the ratio of environmentally aware citizens, governing party’s position on the environment and level of trust in local government).  The dataset is assembled of data from various sources which are referenced in the excel file with extended data. The R code and R data file are also provided.
DOI: 10.17632/23b9xkjzph
title: Data for: Unsustainable, unhealthy, or disgusting? Comparing different persuasive messages against meat consumption

description: Datasets of Study 1, 2, and 3 are provided, as well as the syntax file associated with each.
DOI: 10.17632/yckbmm9ymy
title: Formation and accretionary evolution of the Kokchetav Complex (NW Kazakhstan): Insights from structural styles, detrital zircon geochronology and Lu-Hf isotopic analyses

description: This is the zircon U-Pb dating and Lu-Hf isotopic date as the supplementary table of the paper. This study utilized detrital zircon U-Pb dating and Lu-Hf isotopic analysis of quartzites, schists, and sandstones from the Kokchetav Complex, complemented by structural analysis, to clarify the Mesoproterozoic to early Paleozoic tectonic history of the Kokchetav region in Northern Kazakhstan. The manuscript offers novel insignts into scientific issues such as the early Paleozoic tectonic evolution of the NW Altiaids and the accretionary processes involving microcontinental fragments.
DOI: 10.17632/46v36rrw6r
title: SOLID:

description: Data used to create a Similar Object and Lure Image Database. Dissimilarity matrices are provided before and after standardisation, along with data for the validation of these matrices in a forced choice memory paradigm.
DOI: 10.17632/svm5s8btdy
title: Estimations of effective doses received from naturally occurring radioactivity in polymetallic nodules

description: The Data shows all relevant parameters for the calculation of effective doses received from naturally occurring radioactivity of polymetallic nodules for site-specific (realistic) exposure scenarios at the Federal Institute for Geosciences and Natural Resources in Hanover, Germany and a theoretical industrial scale, pyro metallurgical processing route for the beneficiation of nodules under conservative assumptions.
DOI: 10.17632/nwckk5ds9k
title: SDG mentioning in corporate sustainability reports 2016/2020

description: This dataset contains the SDG mentioning frequencies in corporate sustainability reports of a two-year set of 300 large enterprises taken from the Stoxx Global 3000. It has three equal groups of USA, European and East-Asian (Japan, Korea, Taiwan or "JKT") companies. 
The sustainability reports of these 300 companies were collected from a database (corporateregister.com). All texts were analysed for the presence using a dictionary created by the author of characteristic SDG words taken from the SDG foundational documents (the text of the UN resolution) (SDG-dictionary.txt). 

The data set can be used to explore the sustainability reporting practices of large stocklisted companies in connection with financial and organizational variables. 

Additionally, the data can be used to explore other features of sustainability reporting, as the original document-feature matrix (dfm) has also been included. 
The second version of this data set also contains text fragments of the reports that contain references to the SDGs. They come in two forms: text fragments and sentences that both contain any of the words "sustainable development goals", "sdgs", "united nations", "2030 agenda", and "global compact". These are zipped text files that can be imported into a CAQDAS programme for manual text analysis (coding). The file names indicate the company's ISIN and the reporting year. 

In version 4, a reference is included to the Shiny application - https://jwhwaal.shinyapps.io/Shiny_SDG/ - where you can explore different Structural Topic Models (STM) produced from the SDG sentences extracted from the reports. The topics are characterized by the highest probability keywords. These describe the topics and have been selected automatically by the STM algorithm. For every topic, you can consult the documents (sentences) which have the highest probability of belonging to that topic. This allows you to explore rapidly, with different degrees of detail, how the SDGs are discussed in sustainability and integrated reports.
DOI: 10.15468/dl.ppr68f
title: Occurrence Download

description: A dataset containing 2458796938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ameiva Meyer, 1795, Ameivula confusioniba (Arias, De Carvalho, Rodrigues & Zaher, 2011), Ameivula ocellifera (Spix, 1825), Calyptommatus confusionibus Rodrigues, Zaher & Curcio, 2001, Coleodactylus brachystoma (Amaral, 1935), Coleodactylus meridionalis (Boulenger, 1888), Colobosaura modesta (Reinhardt & Lütken, 1862), Colobosauroides carvalhoi Soares & Caramaschi, 1998, Colobosauroides cearensis Cunha, Lima-Verde & Lima, 1991, Copeoglossum arajara (Reboucas-Spieker, 1981), Copeoglossum nigropunctatum (Spix, 1825), Enyalius bibronii Boulenger, 1885, Gonatodes humeralis (Guichenot, 1855), Gymnodactylus amarali Barbour, 1925, Gymnodactylus geckoides Spix, 1825, Hemidactylus agrius Vanzolini, 1978, Hemidactylus brasilianus Amaral, 1935, Hemidactylus mabouia (Moreau De Jonnès, 1818), Hoplocercus spinosus Fitzinger, 1843, Iguana Laurenti, 1768, Kentropyx calcarata Spix, 1825, Lygodactylus klugei (Smith, Martin & Swain, 1977), Micrablepharus maximiliani (Reinhardt & Lütken, 1862), Norops brasiliensis (Vanzolini & Williams, 1970), Animalia, Notomabuya frenata (Cope, 1862), Phyllopezus pollicaris (Spix, 1825), Polychrus acutirostris Spix, 1825, Salvator merianae Duméril & Bibron, 1839, Stenocercus squarrosus Nogueira & Rodrigues, 2006, Tropidurus helenae (Manzani & Abe, 1990), Tropidurus hispidus (Spix, 1825), Tropidurus jaguaribanus Passos, Lima & Borges-Nojosa, 2011, Tropidurus oreadicus Rodrigues, 1987, Tropidurus semitaeniatus (Spix, 1825), Tupinambis quadrilineatus Manzani & Abe, 1997, Tupinambis teguixin (Linnaeus, 1758), Vanzosaura multiscutata (Amaral, 1933))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2458796938 records from 46413 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012804-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.te8yvx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Protium excelsior",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005933-260129131611470/datasets/export for details.
DOI: 10.15468/dl.5bc8zx
title: Occurrence Download

description: A dataset containing 40816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fraxinus angustifolia",
 "Year 2000-2026"
 ]
}

 The dataset includes 40816 records from 580 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005934-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg9hqy
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Protium javanicum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005935-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18409231
title: Datasets used for running ENCODE wide bias analysis, quantification of bias across peak callers for 'Systematic Regional Bias is Widespread in ChIP-seq''

description: This resource contains the necessary raw data and metadata required to perform an ENCODE wide analysis of regional bias in ChIP-seq, as well as the quantification of bias across the peak callers MACS2, GEM and SISSRs. This analysis is presented in the paper 'Systematic Regional Bias is Widespread in ChIP-seq'.
DOI: 10.5281/zenodo.18409232
title: Datasets used for running ENCODE wide bias analysis, quantification of bias across peak callers for 'Systematic Regional Bias is Widespread in ChIP-seq''

description: This resource contains the necessary raw data and metadata required to perform an ENCODE wide analysis of regional bias in ChIP-seq, as well as the quantification of bias across the peak callers MACS2, GEM and SISSRs. This analysis is presented in the paper 'Systematic Regional Bias is Widespread in ChIP-seq'.
DOI: 10.15468/dl.estw94
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Protium rhoifolium",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 220 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005936-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjpqa6
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trattinnickia rhoifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 399 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005937-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpjh7f
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triomma malaccensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 177 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005939-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2fcab
title: Occurrence Download

description: A dataset containing 67754 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Culex quinquefasciatus)"
 ]
}

 The dataset includes 67754 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005928-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qygd66
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kirkia acuminata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 207 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005940-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv32t5
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kirkia wilmsii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 137 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005941-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/1tkn-cm25
title: Parkes observations for project P595 semester 2025OCTS_28

description: We propose to continue the PULSE@Parkes project in which high school students from Australia and around the World use the Parkes radio telescope in a remote observing model to observe and analyse pulsar data. The data from some PULSE@Parkes observations are used to support the space missions, other observations supplement the P456 Pulsar Timing Array project and the remainder were chosen in order to make a detailed analysis of pulsar timing irregularities and intermittency.
DOI: 10.25919/4cg5-3z64
title: Parkes observations for project P1365 semester 2025OCTS_16

description: Following the successful demonstration of a pilot first-pass (shallow) search of a small fraction of the sky, the second-pass processing has commenced for the SMART pulsar survey, which involves deep searches of 80-minute observations. The processing over the past year has led to the discovery of 11 new pulsars (including two millisecond ones), thus tripling the initial count from the first pass, and hinting at the exciting promise of this first southern-sky pulsar survey in the frequency band of SKA-Low. All new pulsars need to be timed in order to determine their spin and astrometric parameters and to select specialised targets for detailed follow-ups. With the MWA no longer supporting routine pulsar observations for the coming year, timing follow-ups rely on other telescopes. The Parkes \emph{Murriyang} telescope, with an identical sky coverage, sensitivity and the wide frequency coverage, offers the best option to time SMART discoveries. We have demonstrated \emph{Murriyang's} suitability for this through a pilot project last semester and are now extending the project to a larger sample of 10 pulsars including two from the pilot project. The data will also allow us to study pulse profiles, polarisation, and flux densities from $\sim$100 MHz to 4 GHz. The analysis/results will be included in a publication in preparation that will detail the deep-search pipeline and report on initial pulsar discoveries.
DOI: 10.25919/3r9z-pr45
title: Parkes observations for project PX135 semester 2025OCTS_13

description: Pulsar data from Parkes (Murriyang) Target of Opportunity (ToO) observations
DOI: 10.34740/kaggle/dsv/14698814
title: Techno-Managerial Decision Scenarios for Engineers
DOI: 10.5281/zenodo.18353847
title: Data for Back-Forward Propagation Paper
DOI: 10.5281/zenodo.18353848
title: Data for Back-Forward Propagation Paper
DOI: 10.5281/zenodo.18452345
title: Hyperbolic Relational Spacetime

description: In this work, we present an idea unifying aspects of Special Relativity (SR) and quantum mechanics through the concept of worldline coherence and decoherence. We show that both relativistic effects—such as simultaneity and time dilation—and quantum-like superposition emerge relationally, becoming physically observable only upon intersection of worldlines.

Building on this relational approach, we introduce a toy metric generated by hyperbolic functions of relative rapidity between worldlines. This emergent geometry produces curvature and geodesic bending analogous to gravitational effects, providing a conceptual bridge between spacetime structure and gravitation. Importantly, this framework:





Derives time and apparent causal order as emergent from relational interactions, not as absolute properties.




Recovers the phenomenology of Special Relativity and quantum superposition in a unified relational picture.




Produces emergent curvature and “gravity-like” effects without introducing mass or energy explicitly.




Highlights sensitivity to initial spacetime configuration, paralleling emergent retrocausal phenomena.



Unlike Loop Quantum Gravity or other discrete spacetime approaches, this framework does not rely on spin networks or pre-quantized geometry, but rather on continuous relational coherence between worldlines. The relational nature of both time and metric implies that:





Effects such as time dilation are frame-dependent and manifest only upon worldline intersection.




Quantum superposition is naturally represented by multiple possible configurations prior to intersection (decoherence).




Emergent curvature can mimic gravitational phenomena in a toy model, though it does not yet produce Newton’s constant or the Einstein Field Equations.



This work suggests a paradigm where spacetime, time, and curvature are relationally emergent, providing a conceptually simpler, potentially more intuitive framework than current quantum gravity approaches, while remaining fully consistent with Special Relativity. It lays the foundation for future explorations of gravity, quantum information, and retrocausality as emergent properties of relational spacetime configurations.

 

This manuscript is current in Official Peer Review.

Not final version.Copyright©2026 Alex De Giuseppe.All rights reserved.

This work is protected by copyright. Any form of plagiarism, unauthorized reproduction, or misappropriation of ideas, mathematically results, or text without proper citation constitutes a violation of academic and intellectual property standards and common laws.

No commercial use, adaptation, or derivative works are permitted without explicit written permission from the author.

For correspondence, citations, collaboration inquiries, or feedback please contact:degiuseppealex@gmail.com

The hash files that determine ownership have been created