cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/sbcwcb7g9h.1
title: GenAI-LA-LD Survey Dataset – Educator Perceptions on Integration of Generative AI, Learning Analytics, and Learning Design

description: Overview:
This dataset was collected as part of a quantitative survey-based study conducted in higher education institutions in the UAE and India. The study explores educators' and instructional designers’ perceptions of integrating Generative AI (GenAI), Learning Analytics (LA), and Learning Design (LD) to inform educational decision-making and instructional improvement.

Purpose:
To validate the GenAI-LA-LD Synergy Framework and identify key predictors of adoption intent, usability, and institutional readiness for integrating GenAI, LA, and LD in higher education pedagogy.

📋 Data Collection
Method: Online structured survey

Participants: 312 respondents (university faculty and instructional designers)

Countries: United Arab Emirates and India

Timeframe: March–May 2025

Format: CSV/Excel compatible with Jamovi, SPSS, and R

📁 Variables Included
Variable Name Description Type Scale
Respondent_ID Unique anonymized ID per respondent Categorical Nominal
Country Country of respondent (UAE or India) Categorical Nominal
DigitalConfidence Confidence in using digital tools Numeric 1–5 Likert
InstitutionalTraining Perception of institutional training and support Numeric 1–5 Likert
PedagogicalAlignment Degree of alignment between GenAI/LA tools and pedagogy Numeric 1–5 Likert
PerceivedUsefulness Usefulness of GenAI and LA tools for instruction Numeric 1–5 Likert
EaseOfIntegration Ease of integrating these tools in teaching workflows Numeric 1–5 Likert
EthicalConcerns Concern about ethics, privacy, and responsible AI use Numeric 1–5 Likert
IntentionToAdopt Likelihood of adopting GenAI-LA-LD integration in future practices Numeric 1–5 Likert

📊 Use Cases for Analysis
Descriptive statistics and visualization

Reliability analysis (Cronbach’s alpha)

Correlation and multiple regression

One-way ANOVA for country-based comparisons

Factor analysis and validation of the GenAI-LA-LD Synergy model

🧪 Potential Applications
Policy research on AI in education

Learning design innovation tracking

Faculty development and digital readiness assessment

Comparative studies between countries or institutions
DOI: 10.17026/ar/la91u0
title: Bonifaciustoren, Medemblik
title: Een inventariserend veldonderzoek in de vorm van een waarderend booronderzoek

description: ADC ArcheoProjecten heeft in de periode juli 2020 – juli 
2022 een inventariserend veldonderzoek in de vorm van een waarderend booronderzoek uitgevoerd in een plangebied rondom de Bonifaciustoren te Medemblik.De aanleiding tot dit onderzoek is de verzakking van de Bonifaciustoren, die de status heeft van gebouwd monument en staat binnen de contour van een archeologisch rijksmonument. De verzakking wordt sinds de jaren ‘90 van de vorige eeuw gemonitord en blijkt een aanhoudend proces te zijn met een verzakking van ca. 3 mm per jaar. Om de verzakking tegen te gaan, zal de 
fundering van de toren worden verstevigd door middel van twintig zogenoemde jetgrouten. In oktober 2019 is een archeologisch bureauonderzoek opgesteld om de al bekende aanwezige archeologische waarden in kaart te brengen. Binnen het plangebied worden resten verwacht uittwee perioden: de Bronstijd, mogelijk tot in de IJzertijd en vanaf de Vroege Middeleeuwen. De resten kunnen bestaan uit een oude rivierloop, ophogingslagen, overstromingslagen, funderingen, muren, vloeren, kelders, paalsporen, greppels, kuilen, goten, putten en eventueel menselijke begravingen. De conservering van het archeologisch materiaal is, afgaande op opgravingen in de directe omgeving, zeer goed. De doelen van het booronderzoek waren:- Kennis op te doen over de aanwezige archeologische lagen, zodat kan worden bepaald of het plaatsen van de jetgroutkolommen het archeologisch bodemarchief zal beïnvloeden en het effect op de funderingen van het kerkgebouw en de toren;
- Vaststellen van de bodemopbouw zo dicht mogelijk bij de kerktoren;
- Vaststellen waar de Kreekrug van Abbekerk en veenrivier de Medemolaca/Middenleek zich bevinden ten opzichte van de kerktoren. Teneinde deze doelen te behalen is in het plangebied een waarderend booronderzoek uitgevoerd, waarbij een belangrijke rol was weggelegd voor paleobotanische analyse en dateringen van de aangetroffen bodemlagen (14C-dateringen, pollen en diatomeeën). Het onderzoek heeft inzicht verschaft in de opbouw, datering en vegetatie van de kreekrug voorafgaand aan het opwerpen van de terp en tijdens de bewoning van de terp. Ten zuiden van de toren zijn in de ondergrond de zandige afzettingen van de Kreekrug van Abbekerk aangetroffen. De toren zelf ligt op de rand van deze kreekrug. Ten noorden zijn venige afzettingen aanwezig die gezien moeten worden als de vulling van de voormalige veenrivier de Medemolaca/Middenleek. Wat betreft de conservering van eventuele archeologische resten wordt geconcludeerd dat deze, zoals verwacht, goed zal zijn.
DOI: 10.15468/dl.2cr4qc
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tithonia diversifolia",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 286 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021210-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mcwpryrs4k
title: Patient No-show Prediction Uncertainty Modeling Compressed Data and Code

description: The compressed content include data and software programs needed to reproduce the results related to development of patient no-show prediction models, SHAP analysis for interpretability, and uncertainty modeling to evaluate the ML models.
DOI: 10.17632/mcwpryrs4k.1
title: Patient No-show Prediction Uncertainty Modeling Compressed Data and Code

description: The compressed content include data and software programs needed to reproduce the results related to development of patient no-show prediction models, SHAP analysis for interpretability, and uncertainty modeling to evaluate the ML models.
DOI: 10.5281/zenodo.15425562
title: Data associated with Kotah and Rust et al.: Beyond the nuclear border: single-cell analysis of in situ sequenced human brain tissue using cellular features.

description: This upload includes data associated with the manuscript "Beyond the nuclear border: single-cell analysis of in situ sequenced human brain tissue using cellular features," which is a manuscript we wrote investigating different segmentation approaches for the analysis of in situ sequencing spatial transcriptomics data using the 10X Genomics Xenium platform. This paper was recently accepted at Communications Biology, and is accessible at https://doi.org/10.1038/s42003-025-08518-6.

Analysis codes can be accessed at: https://github.com/jmkotah/xenium_segmentation_paper. Data are uploaded as ZIP files to preserve the folder structure used in the analysis. Please get in touch should there be any issues.
DOI: 10.5281/zenodo.15425563
title: Data associated with Kotah and Rust et al.: Beyond the nuclear border: single-cell analysis of in situ sequenced human brain tissue using cellular features.

description: This upload includes data associated with the manuscript "Beyond the nuclear border: single-cell analysis of in situ sequenced human brain tissue using cellular features," which is a manuscript we wrote investigating different segmentation approaches for the analysis of in situ sequencing spatial transcriptomics data using the 10X Genomics Xenium platform. This paper was recently accepted at Communications Biology, and is accessible at https://doi.org/10.1038/s42003-025-08518-6.

Analysis codes can be accessed at: https://github.com/jmkotah/xenium_segmentation_paper. Data are uploaded as ZIP files to preserve the folder structure used in the analysis. Please get in touch should there be any issues.
DOI: 10.17632/9fm38ghtsn
title: Efficacy and safety of sequential treatment with cryotherapy followed by 1% topical tirbanibulin for actinic keratoses in organ transplant recipients: a randomized clinical trial

description: Previous studies showed tirbanibulin’s efficacy in immunocompetent patients, but no data existed for solid organ transplant recipients.
This study supports incorporating tirbanibulin in solid organ transplant recipients to treat the field of cancerization, improving AK clearance and reducing new lesions, suggesting its use beyond lesion-directed therapies in this population.
DOI: 10.17632/9fm38ghtsn.1
title: Efficacy and safety of sequential treatment with cryotherapy followed by 1% topical tirbanibulin for actinic keratoses in organ transplant recipients: a randomized clinical trial

description: Previous studies showed tirbanibulin’s efficacy in immunocompetent patients, but no data existed for solid organ transplant recipients.
This study supports incorporating tirbanibulin in solid organ transplant recipients to treat the field of cancerization, improving AK clearance and reducing new lesions, suggesting its use beyond lesion-directed therapies in this population.
DOI: 10.15468/dl.cxd5vk
title: Occurrence Download

description: A dataset containing 17377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Microstegium vimineum, Pollinia imberbis geniculata, Microstegium willdenowianum, Pollinia japonica polystachya, Microstegium reticulatum, Microstegium willdenowianum, Eulalia vimenea, Andropogon vimineus, Pollinia imberbis glabriflora, Microstegium vimineum willdenowianum, Pollinia dilatata, Microstegium willdenovianum, Microstegium vimineum imberbe, Pollinia imberbis, Eulalia viminea variabilis, Pollinia japonica monostachya, Microstegium vimineum vimineum, Microstegium reticulatum, Microstegium vimineum willdenowianum, Arthraxon lanceolatus, Pollinia imberbis, Pollinia imberbis monostachya, Pollinia cantoniensis, Eulalia viminea variabilis, Microstegium dilatatum, Pollinia japonica monostachya, Eulalia viminea imberbis, Pollinia debilis, Microstegium vimineum polystachyum, Pollinia imberbis geniculata, Pollinia debile, Microstegium aristulatum, Pollinia japonica polystachya, Microstegium vimineum willdenowianum, Pollinia cantonensis, Microstegium vimineum loharkhetianum, ? willdenowiana, Pollinia imberbis glabriflora, Arthraxon nodosus, Microstegium vimineum willdenowianum, Pollinia imberbis willdenowiana, Pollinia viminea, Eulalia viminea, Microstegium vimineum willdenovianum, Pollinia willdenoviana, Pollinia imberbis willdenoviana, Microstegium vimineum willdenovianum, Microstegium imberbe, Microstegium vimineum imberbe, Eulalia viminea imberbis, Eulalia cantoniensis, Microstegium vimineum monostachyum, Pollinia imberbis monostachya, Microstegium debile, Microstegium vimineum polystachyum, Microstegium vimineum polystachyum, Eulalia cantonensis, Microstegium cantonense, Pollinia imberbis willdenowiana, Pollinia willdenowiana, Microstegium nodosum, Microstegium vimineum nodosum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 17377 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021214-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5h7n3xtb4x
title: Fast-Flux Dataset: Enhancing Cybersecurity Analysis and Defense

description: The enhanced fast-flux domain dataset comprises a comprehensive collection of 91,530 domain records systematically gathered through active DNS monitoring and the integration of threat intelligence over a two-month observation period. The dataset represents one of the largest publicly available collections of fast-flux domain data, featuring detailed behavioral and structural analysis. It provides researchers with unprecedented access to real-world cybersecurity threat data.
The dataset structure incorporates 20 distinct features for each domain record, carefully engineered to capture the multifaceted nature of fast-flux network operations. These features span four primary categories: network connectivity characteristics, domain naming and structural properties, historical relationship data, and web infrastructure presence indicators. Each feature has been validated through statistical analysis and correlation studies to ensure discriminative power and analytical relevance.
Network connectivity features form the foundation of the dataset, capturing the distinctive IP rotation patterns that define fast-flux operations. The number of associated IP addresses per domain ranges from a minimum of 1 to a maximum of 440, with fast-flux domains typically demonstrating significantly higher IP counts compared to legitimate domains. Geographic distribution analysis reveals that fast-flux domains span multiple countries and cities, with a median of 2 countries and two cities per domain, reflecting the distributed nature of fast-flux infrastructure.
The Autonomous System Number (ASN) diversity metric provides insights into the network infrastructure preferences of fast-flux operators, with values ranging from 2 to 194 ASNs per domain. This high variability indicates that while most domains utilize relatively few ASNs, sophisticated fast-flux operations may leverage dozens or hundreds of different network providers to maximize resilience and evade detection.
Domain naming characteristics reveal significant behavioral differences between fast-flux and legitimate domains. Domain length analysis reveals a range of 4 to 244 characters, with a median length of 16 characters and a mean of approximately 19.7 characters. More significantly, domain entropy analysis reveals that fast-flux domains exhibit higher randomness in naming patterns, with entropy values averaging 3.5-4 bits, compared to 3.0-3.3 bits for legitimate domains. This entropy differential reflects the algorithmic or pseudo-random generation techniques commonly employed in fast-flux domain creation.
Top-level domain (TLD) distribution analysis reveals that 99.5% of domains in the dataset utilize Type 2 TLDs (primarily .com), indicating a strong preference for common, trusted TLD types that may help evade suspicion. Additionally, 16% of domains utilize private WHOIS registration, indicating that operational security considerations are a factor in the deployment of fast-flux networks.
DOI: 10.17632/5h7n3xtb4x.2
title: Fast-Flux Dataset: Enhancing Cybersecurity Analysis and Defense

description: The enhanced fast-flux domain dataset comprises a comprehensive collection of 91,530 domain records systematically gathered through active DNS monitoring and the integration of threat intelligence over a two-month observation period. The dataset represents one of the largest publicly available collections of fast-flux domain data, featuring detailed behavioral and structural analysis. It provides researchers with unprecedented access to real-world cybersecurity threat data.
The dataset structure incorporates 20 distinct features for each domain record, carefully engineered to capture the multifaceted nature of fast-flux network operations. These features span four primary categories: network connectivity characteristics, domain naming and structural properties, historical relationship data, and web infrastructure presence indicators. Each feature has been validated through statistical analysis and correlation studies to ensure discriminative power and analytical relevance.
Network connectivity features form the foundation of the dataset, capturing the distinctive IP rotation patterns that define fast-flux operations. The number of associated IP addresses per domain ranges from a minimum of 1 to a maximum of 440, with fast-flux domains typically demonstrating significantly higher IP counts compared to legitimate domains. Geographic distribution analysis reveals that fast-flux domains span multiple countries and cities, with a median of 2 countries and two cities per domain, reflecting the distributed nature of fast-flux infrastructure.
The Autonomous System Number (ASN) diversity metric provides insights into the network infrastructure preferences of fast-flux operators, with values ranging from 2 to 194 ASNs per domain. This high variability indicates that while most domains utilize relatively few ASNs, sophisticated fast-flux operations may leverage dozens or hundreds of different network providers to maximize resilience and evade detection.
Domain naming characteristics reveal significant behavioral differences between fast-flux and legitimate domains. Domain length analysis reveals a range of 4 to 244 characters, with a median length of 16 characters and a mean of approximately 19.7 characters. More significantly, domain entropy analysis reveals that fast-flux domains exhibit higher randomness in naming patterns, with entropy values averaging 3.5-4 bits, compared to 3.0-3.3 bits for legitimate domains. This entropy differential reflects the algorithmic or pseudo-random generation techniques commonly employed in fast-flux domain creation.
Top-level domain (TLD) distribution analysis reveals that 99.5% of domains in the dataset utilize Type 2 TLDs (primarily .com), indicating a strong preference for common, trusted TLD types that may help evade suspicion. Additionally, 16% of domains utilize private WHOIS registration, indicating that operational security considerations are a factor in the deployment of fast-flux networks.
DOI: 10.17632/3spvcj78p2
title: NWA 12532 and EM 395 Geochemistry

description: Bulk rock geochemistry of the brachinite-like achondrite Northwest Africa (NWA) 12532 and the brachinite El Medano (EM) 395. Including major element (in wt. %), trace element (ppm) and highly siderophile element (ppb) concentrations, Re-Os and Rb-Sr systematics, and in situ U-Pb apatite isotope systematics.
DOI: 10.17632/3spvcj78p2.1
title: NWA 12532 and EM 395 Geochemistry

description: Bulk rock geochemistry of the brachinite-like achondrite Northwest Africa (NWA) 12532 and the brachinite El Medano (EM) 395. Including major element (in wt. %), trace element (ppm) and highly siderophile element (ppb) concentrations, Re-Os and Rb-Sr systematics, and in situ U-Pb apatite isotope systematics.
DOI: 10.17632/fvtnc74d27
title: Влияние положительного давления в конце выдоха на функцию сердца при проведении ИВЛ у пациентов с острыми нарушениями мозгового кровообращения

description: Пациенты с острым нарушением мозгового кровообращения (ОНМК) часто нуждаются в проведении искусственной вентиляции легких (ИВЛ). Механическая вентиляция лёгких потенциально может привести к миокардиальной дисфункции, что усложняет лечение и реабилитацию пациентов. По сложившейся практике, при подборе параметров ИВЛ учитывают оксигенацию - насыщение крови кислородом, вентиляцию - выведение углекислого газа и протекцию бронхолегочной системы, но влияние на сердце и функцию миокарда остается малоизученным вопросом. Цель исследования: Изучить динамику миокардиальной функции у пациентов с ОНМК в зависимости от значения PEEP (Positive End-Expiratory Pressure) и длительности ИВЛ. Материалы и методы: Ультразвуковое исследование сердца было выполнено у 30 пациентов отделения реанимации и интенсивной терапии (ОРИТ), которым проводилась ИВЛ. Пациенты были разделены на 3 группы в зависимости от исходного значения PEEP. Выполняли измерения фракции выброса правого и левого желудочков, измерения TAPSE (Tricuspid Annular Plane Systolic Excursion) и расчет соотношения E/A, также фиксировали значения показателей давления в дыхательных путях и статического комплайнса, как показателей оценки протективности вентиляции. Измерения проводились на 1,3,5,7 и 14 сутки пребывание пациентов на ИВЛ в ОРИТ.
DOI: 10.17632/fvtnc74d27.1
title: Влияние положительного давления в конце выдоха на функцию сердца при проведении ИВЛ у пациентов с острыми нарушениями мозгового кровообращения

description: Пациенты с острым нарушением мозгового кровообращения (ОНМК) часто нуждаются в проведении искусственной вентиляции легких (ИВЛ). Механическая вентиляция лёгких потенциально может привести к миокардиальной дисфункции, что усложняет лечение и реабилитацию пациентов. По сложившейся практике, при подборе параметров ИВЛ учитывают оксигенацию - насыщение крови кислородом, вентиляцию - выведение углекислого газа и протекцию бронхолегочной системы, но влияние на сердце и функцию миокарда остается малоизученным вопросом. Цель исследования: Изучить динамику миокардиальной функции у пациентов с ОНМК в зависимости от значения PEEP (Positive End-Expiratory Pressure) и длительности ИВЛ. Материалы и методы: Ультразвуковое исследование сердца было выполнено у 30 пациентов отделения реанимации и интенсивной терапии (ОРИТ), которым проводилась ИВЛ. Пациенты были разделены на 3 группы в зависимости от исходного значения PEEP. Выполняли измерения фракции выброса правого и левого желудочков, измерения TAPSE (Tricuspid Annular Plane Systolic Excursion) и расчет соотношения E/A, также фиксировали значения показателей давления в дыхательных путях и статического комплайнса, как показателей оценки протективности вентиляции. Измерения проводились на 1,3,5,7 и 14 сутки пребывание пациентов на ИВЛ в ОРИТ.
DOI: 10.6084/m9.figshare.29608766
title: MicroRNA profiles from Urinary Extracellular Vesicles of Individuals with Type 2 Diabetes

description: The dataset comprises microRNA expression profiles derived from urinary extracellular vesicles (uEVs) collected from T2D participants. The dataset includes quantitative measurements of microRNA levels obtained through high-throughput sequencing.
DOI: 10.6084/m9.figshare.29608766.v1
title: MicroRNA profiles from Urinary Extracellular Vesicles of Individuals with Type 2 Diabetes

description: The dataset comprises microRNA expression profiles derived from urinary extracellular vesicles (uEVs) collected from T2D participants. The dataset includes quantitative measurements of microRNA levels obtained through high-throughput sequencing.
DOI: 10.15468/dl.7vxc43
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladonema uchidai",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021215-250717081556266/datasets/export for details.
DOI: 10.15468/dl.6tqxvj
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "OccurrenceStatus is Present",
 "TaxonKey is Cinnamomum osmophloeum",
 "Year 1950-2025"
 ]
}

 The dataset includes 377 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021217-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5ft8dx79
title: MassIVE MSV000098575 - GNPS - Feeding experiments of Xylaria sp. XSP14 with 3Cl-phenylalanine
title: Molecular network of Xylaria sp. XSP14 fed with 3Cl-phenylalanine (2, 10, 20 mM)
DOI: 10.15468/dl.gsdbbj
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tithonia diversifolia",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021220-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.