cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/yz526krd9t
title: Gamified Assessment Dataset in Railway Engineering through Kahoot

description: This dataset contains the results of several Kahoot quizzes conducted in the Railway Engineering course at the University of Cantabria. The quizzes were designed to assess students’ understanding of key topics related to track geometry, railway mechanics, maintenance, and operational safety.

Each sheet in the dataset corresponds to a different thematic block of the course. The data include the number of participants, individual and average scores, question-level accuracy, and time-related performance indicators. These variables allow for comparative analysis of learning outcomes, engagement, and topic-specific difficulty.

The dataset supports research on active learning methodologies, gamification in engineering education, and evaluation of student performance through digital tools. It can be reused for educational analytics, assessment design, or replication of similar studies in other technical courses.
DOI: 10.17632/yz526krd9t.2
title: Gamified Assessment Dataset in Railway Engineering through Kahoot

description: This dataset contains the results of several Kahoot quizzes conducted in the Railway Engineering course at the University of Cantabria. The quizzes were designed to assess students’ understanding of key topics related to track geometry, railway mechanics, maintenance, and operational safety.

Each sheet in the dataset corresponds to a different thematic block of the course. The data include the number of participants, individual and average scores, question-level accuracy, and time-related performance indicators. These variables allow for comparative analysis of learning outcomes, engagement, and topic-specific difficulty.

The dataset supports research on active learning methodologies, gamification in engineering education, and evaluation of student performance through digital tools. It can be reused for educational analytics, assessment design, or replication of similar studies in other technical courses.
DOI: 10.17632/6c7n4ryydx.1
title: Optimal and Nash equilibrium harvests in predator-prey systems with Holling type II functional response and Allee effect - Validation of the Markov Decision Process approach

description: Dataset contains R code for analysis and visualistions as well as the data generated for the purpose of the paper.

Continuous time method (CTM) analysis can be reproduced using files:
- CTM_predator_harvesting.R
- CTM_predator_harvesting_noprey.R
- CTM_prey_harvesting.R
- CTM_prey_harvesting_nopred.R
Each file conducts analysis for harvesting specific species in two versions - when other species is present or not.
User have to change the parameters of the model manually.

Markov decision process (MDP) approach form both Nash equilibrium and optimal harvest can be reproduced using file:
- MDP_predator_prey.R
File contains all scripts used for the analysis and saves the results in Output folder. Scripts are run from command line in R.

Other elments of data analysis such as trajectory analysis and hierarchical cluster analysis can be reproduced using file:
- data_analysis.R
File should be copied to the specific result folder in Output folder. Scripts are run from command line in R.

Visualisations can be reproduced using file:
- visualisations.R
File should be copied to the specific result folder in Output folder. Scripts are run from command line in R.
DOI: 10.17632/jpv5hfy8gn
title: Erosion_by_Year

description: The data was generated using the Revised Universal Soil Loss Equation (RUSLE) from existing parameters data that influence soil erosion. The data focused on soil erosion of the Mellah watershed in northeastern Algeria for the years 1985, 1987, 1989, 1991, 1993, 1995, 1997, 2000, 2004, 2006, 2011, 2014, 2016, 2018, 2020, and 2022 to locate pattern spots of erosion. These pattern spots serve as informative inputs for a range of deep learning models—including LSTM, Transformer, CNN-LSTM, BiLSTM, GRU, CNN-only, Attention-LSTM, and ConvLSTM— aimed at enhancing soil erosion prediction accuracy.
DOI: 10.17632/jpv5hfy8gn.1
title: Erosion_by_Year

description: The data was generated using the Revised Universal Soil Loss Equation (RUSLE) from existing parameters data that influence soil erosion. The data focused on soil erosion of the Mellah watershed in northeastern Algeria for the years 1985, 1987, 1989, 1991, 1993, 1995, 1997, 2000, 2004, 2006, 2011, 2014, 2016, 2018, 2020, and 2022 to locate pattern spots of erosion. These pattern spots serve as informative inputs for a range of deep learning models—including LSTM, Transformer, CNN-LSTM, BiLSTM, GRU, CNN-only, Attention-LSTM, and ConvLSTM— aimed at enhancing soil erosion prediction accuracy.
DOI: 10.15468/dl.ewgh3t
title: Occurrence Download

description: A dataset containing 1021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ancognatha scarabaeoides"
 ]
}

 The dataset includes 1021 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029600-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dsm5r7dpxt
title: Mitigating Charging in NAP-XPS

description: Data from the Mitigating Charging in NAP-XPS - Applied Surface Science
DOI: 10.17632/dsm5r7dpxt.1
title: Mitigating Charging in NAP-XPS

description: Data from the Mitigating Charging in NAP-XPS - Applied Surface Science
DOI: 10.17632/hschfk4mgv
title: Dataset of original research on non-resuscitative telecommunicator-assisted first aid

description: This dataset contains the results of an analysis of original studies published in English that reported quantitative data on experimental or real-world applications of telecommunicator-assisted first aid for medical emergencies other than cardiac arrest.
The search for eligible papers was conducted in August 2025 using PubMed, Scopus, and Google Scholar.
The dataset table collected the following data: article author(s) and year of publication, article title, web link, publication type, country of origin (based on the first author’s primary affiliation), study aim, addressed health condition(s), study design, methods, study sample, key results, conclusions and recommendations related to telecommunicator-assisted first aid.
The dataset was utilised to perform the related scoping review.
DOI: 10.17632/hschfk4mgv.1
title: Dataset of original research on non-resuscitative telecommunicator-assisted first aid

description: This dataset contains the results of an analysis of original studies published in English that reported quantitative data on experimental or real-world applications of telecommunicator-assisted first aid for medical emergencies other than cardiac arrest.
The search for eligible papers was conducted in August 2025 using PubMed, Scopus, and Google Scholar.
The dataset table collected the following data: article author(s) and year of publication, article title, web link, publication type, country of origin (based on the first author’s primary affiliation), study aim, addressed health condition(s), study design, methods, study sample, key results, conclusions and recommendations related to telecommunicator-assisted first aid.
The dataset was utilised to perform the related scoping review.
DOI: 10.15468/dl.jbuaxa
title: Occurrence Download

description: A dataset containing 22163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Estrildidae)",
 "BasisOfRecord is Specimen",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 22163 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029599-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jpcdng425y
title: research data-Polyglutamine-binding protein 1 protects testes from heat stress in mice

description: This dataset investigates the role of Polyglutamine-binding protein 1 (PQBP1) in protecting testicular germ cells from heat stress. Our hypothesis is that PQBP1 is crucial for forming protective stress granules (SGs). The data was collected from wild-type and PQBP1-Y65C mutant mice before and after testicular heat shock. It includes RNA-Seq transcriptome data, immunofluorescence images of SG formation, sperm motility analysis (CASA), and histological data. The findings show that the PQBP1 mutation impairs SG assembly, dysregulates the transcriptional response to heat, and significantly reduces sperm motility after heat stress. This data indicates that PQBP1 protects male fertility by orchestrating an effective cellular stress response and can be used to explore mechanisms of heat-induced infertility.
DOI: 10.17632/jpcdng425y.1
title: research data-Polyglutamine-binding protein 1 protects testes from heat stress in mice

description: This dataset investigates the role of Polyglutamine-binding protein 1 (PQBP1) in protecting testicular germ cells from heat stress. Our hypothesis is that PQBP1 is crucial for forming protective stress granules (SGs). The data was collected from wild-type and PQBP1-Y65C mutant mice before and after testicular heat shock. It includes RNA-Seq transcriptome data, immunofluorescence images of SG formation, sperm motility analysis (CASA), and histological data. The findings show that the PQBP1 mutation impairs SG assembly, dysregulates the transcriptional response to heat, and significantly reduces sperm motility after heat stress. This data indicates that PQBP1 protects male fertility by orchestrating an effective cellular stress response and can be used to explore mechanisms of heat-induced infertility.
DOI: 10.17632/4bkchvz5js
title: Predictive value of CD44 in membranous nephropathy with focal segmental glomerular sclerosis lesions treated with calcineurin inhibitors

description: Predictive value of CD44 in membranous nephropathy with focal segmental glomerular sclerosis lesions treated with calcineurin inhibitors
DOI: 10.17632/4bkchvz5js.1
title: Predictive value of CD44 in membranous nephropathy with focal segmental glomerular sclerosis lesions treated with calcineurin inhibitors

description: Predictive value of CD44 in membranous nephropathy with focal segmental glomerular sclerosis lesions treated with calcineurin inhibitors
DOI: 10.17632/52w64w3ycb
title: ECMODE-D-25-01719R1

description: This study investigates the impact of a firm's human capital, specifically the education level of its workforce, on corporate investment decisions. Our central hypothesis is that firms with a more highly educated workforce face higher labor adjustment costs. These costs stem from the difficulty and expense associated with replacing skilled employees, potential legal challenges, and reputational damage from layoffs. We posit that these high adjustment costs act as a powerful internal governance mechanism, disciplining managers and mitigating their tendency to engage in value-destroying overinvestment (e.g., for empire-building purposes). Our dataset comprises a large panel of Chinese A-share listed companies from 2011 to 2019. The key innovation of our data collection process lies in the measurement of our primary independent variable: employee education.We obtained stock trading data and financial information from the China Security Market and Accounting Research (CSMAR) database. Employee education level data were collected from Wind Data Services over the sample period and cross-checked with company annual reports.
DOI: 10.17632/52w64w3ycb.3
title: ECMODE-D-25-01719R1

description: This study investigates the impact of a firm's human capital, specifically the education level of its workforce, on corporate investment decisions. Our central hypothesis is that firms with a more highly educated workforce face higher labor adjustment costs. These costs stem from the difficulty and expense associated with replacing skilled employees, potential legal challenges, and reputational damage from layoffs. We posit that these high adjustment costs act as a powerful internal governance mechanism, disciplining managers and mitigating their tendency to engage in value-destroying overinvestment (e.g., for empire-building purposes). Our dataset comprises a large panel of Chinese A-share listed companies from 2011 to 2019. The key innovation of our data collection process lies in the measurement of our primary independent variable: employee education.We obtained stock trading data and financial information from the China Security Market and Accounting Research (CSMAR) database. Employee education level data were collected from Wind Data Services over the sample period and cross-checked with company annual reports.
DOI: 10.15468/dl.v8r6k5
title: Occurrence Download

description: A dataset containing 3513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-69.60723 18.82017,-68.82122 18.82017,-68.82122 19.13485,-69.60723 19.13485,-69.60723 18.82017))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3513 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029601-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57830/2314488
title: Field data for the Vegetation Mapping Inventory Project of Cape Cod National Seashore - Open Format Data Package

description: These data were converted from the originally delivered Microsoft Access PLOTs database from the Vegetation Mapping Inventory Project of Cape Cod National Seashore.  These comma-delimited data tables contain(s) vegetation mapping plot classification and accuracy assessment data, as well as summary information about the data itself. If a table is empty, then it was empty in the original database.
DOI: 10.17632/j84827mg24
title: Dataset for Landslide Susceptibility Assessment and Type Prediciton

description: The original data: (1) 10 m-resolution Digital Elevation Model (DEM) available at https://gis.ess.washington.edu/data/raster/tenmeter/oregon/blm/index.html; (2) 1:500,000-scale geology map available at https://mrdata.usgs.gov/geology/state; (3) 10 m-resolution land use map \cite{gong2019stable}; (4) 250 m-resolution Enhanced Vegetation Index (EVI) map available at https://ladsweb.modaps.eosdis.nasa.gov/missions-and-measurements/products/MOD13Q1; (5) Road distribution map available at https://www.census.gov/geo/tiger/TIGER\_RD18/LAYER/ROADS/; (6) River networks map available at http://download.geofabrik.de/north-america/us/oregon-latest-free.shp.zip.
DOI: 10.17632/j84827mg24.1
title: Dataset for Landslide Susceptibility Assessment and Type Prediciton

description: The original data: (1) 10 m-resolution Digital Elevation Model (DEM) available at https://gis.ess.washington.edu/data/raster/tenmeter/oregon/blm/index.html; (2) 1:500,000-scale geology map available at https://mrdata.usgs.gov/geology/state; (3) 10 m-resolution land use map \cite{gong2019stable}; (4) 250 m-resolution Enhanced Vegetation Index (EVI) map available at https://ladsweb.modaps.eosdis.nasa.gov/missions-and-measurements/products/MOD13Q1; (5) Road distribution map available at https://www.census.gov/geo/tiger/TIGER\_RD18/LAYER/ROADS/; (6) River networks map available at http://download.geofabrik.de/north-america/us/oregon-latest-free.shp.zip.
DOI: 10.5281/zenodo.17594523
title: The implementation code for all models in this study
DOI: 10.5281/zenodo.17594524
title: The implementation code for all models in this study
DOI: 10.15468/dl.kp94ej
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alnus"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029604-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fd7jwthjfn
title: Fiscal Multipliers, Trend Inflation, and Endogenous Price Stickiness: Evidence from the U.S.

description: Replication package for the manuscript "Fiscal Multipliers, Trend Inflation, and Endogenous Price Stickiness: Evidence from the U.S.".
DOI: 10.17632/fd7jwthjfn.2
title: Fiscal Multipliers, Trend Inflation, and Endogenous Price Stickiness: Evidence from the U.S.

description: Replication package for the manuscript "Fiscal Multipliers, Trend Inflation, and Endogenous Price Stickiness: Evidence from the U.S.".
DOI: 10.15468/dl.xh57qx
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Festuca gracillima"
 ]
}

 The dataset includes 327 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029603-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hwg5kb3krm.1
title: Notes on the dynamic interlayer potential of oriented FCC crystals

description: Description of computing an interlayer interaction potential of FCC orientated crystals. 
Using the simplest possible model of interatomic potential, a harmonic one, leads to a potential of interaction between layers that is not exactly harmonic. That dynamic interlayer potential is found to depend on mutual
displacements of neighboring layers. It is useful in analysis of dynamics of stress penetration.
DOI: 10.7934/p5027
title: Did some extinct South American native ungulates arise from an afrothere ancestor? A critical appraisal of Avilla and MothÃ©âs (2021) Sudamericungulata â Panameridiungulata hypothesis (project)
DOI: 10.7934/p5028
title: Out of Africa: A New Afrotheria Lineage Rises From Extinct South American Mammals (project)
DOI: 10.7934/p5030
title: A reassessment of Nemolestes (Mammalia, Metatheria): Systematics and evolutionary implications for Sparassodonta (project)
DOI: 10.7934/p5032
title: New postcranial elements of mesonychid mammals from the Ypresian of France: New hypotheses for the radiation and evolution of the mesonychids in Europe (project)
DOI: 10.7934/p5033
title: Anatomy and phylogeny of a new small macraucheniid (Mammalia: Litopterna) from the BahÃ­a Inglesa Formation (late Miocene), Atacama Region, Northern Chile (project)
DOI: 10.7934/p5035
title: Oldest southern sauropterygian reveals early marine reptile globalization (project)
DOI: 10.7934/p5041
title: Phylogeny and paleobiogeography of the enigmatic North American primate Ekgmowechashala illuminated by new fossils from Nebraska (USA) and Guangxi Zhuang Autonomous Region (China) (project)
DOI: 10.7934/p5042
title: New specimens of middle Eocene omomyines (Primates, Omomyoidea) from the Uinta Basin of Utah and the Tornillo Basin of Texas, with clarification of the generic status of Ourayia, Mytonius, and Diablomomys (project)
DOI: 10.7934/p5043
title: First Pyrotheria (Mammalia, Meridiungulata) from the Quebrada de Los Colorados Formation (middle Eocene-Early Oligocene) at Los Cardones National Park, northwestern Argentina (project)
DOI: 10.7934/p5054
title: Understanding the ant’s unique biting system can improve surgical needle holders (project)
DOI: 10.7934/p5068
title: Indian Cretaceous eutriconodontan (project)
DOI: 10.7934/p5069
title: Two new species of Hemidactylus Goldfuss, 1820 (Squamata: Gekkonidae) from the coastal areas of northern Somaliland (project)
DOI: 10.7934/p5070
title: A phylogenetic approach to the neotropical social wasp genus Leipomeles Möbius, 1856 (Vespidae: Epiponini), with a new identification key  (project)
DOI: 10.7934/p5071
title: A comparative analysis of the vestibular apparatus in Epipliopithecus vindobonensis: Phylogenetic implications (project)
DOI: 10.7934/p5072
title: New perspectives on the evolutionary history of xiphosuran development through comparison with other fossil euchelicerates (project)
DOI: 10.7934/p5073
title: Mesozoic Notocupes revealed as the sister group of Cupedidae (Coleoptera: Archostemata) (project)
DOI: 10.7934/p5074
title: Character evolution of modern eupolypods supports the assignment of the fossil fern Cretacifilix fungiformis to Dryopteridaceae (project)
DOI: 10.7934/p5075
title: Jurassic shuotheriids show earliest dental diversification of mammaliaforms (project)
DOI: 10.7934/p5081
title: Bayesian inference reveals a complex evolutionary history of belemnites (project)
DOI: 10.7934/p5082
title: A new oviraptorosaur (Dinosauria: Theropoda) from the end-Maastrichtian Hell Creek Formation of North America (project)
DOI: 10.7934/p5083
title: Osteology of the axial skeleton of Aucasaurus garridoi: phylogenetic and paleobiological inferences (project)
DOI: 10.7934/p5084
title: On the "screamer-like" birds from the British London Clay: An archaic anseriform-galliform mosaic and a non-galloanserine "barb-necked" species of Perplexicervix (project)
DOI: 10.7934/p5085
title: A new goniopholidid crocodyliform,Hulkepholis rorisp. nov. from the Camarillas Formation (early Barremian) in Galve, Spain) (project)
DOI: 10.7934/p5086
title: A new goniopholidid crocodylomorph from the Late Jurassic of Portugal (project)
DOI: 10.7934/p5087
title: A revision of "Trinitichelys" maini (Testudinata: Baenidae) and additional material of its new genus from the Lewisville Formation (Woodbine Group, Cenomanian), Texas, USA (project)
DOI: 10.7934/p5089
title: Revision of the generic classification of pike cichlids using an integrative phylogenetic approach (Cichlidae: tribe Geophagini: subtribe Crenicichlina) (project)
DOI: 10.7934/p5090
title: A fish for Phoebe: a new actinopterygian from the Upper Carboniferous Coal Measures of Saddleworth, Greater Manchester, UK, and a revision of Kansasiella eatoni (project)
DOI: 10.15468/dl.tgv6kv
title: Occurrence Download

description: A dataset containing 2664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-125.07886 21.90873,-107.94344 21.90873,-107.94344 34.41579,-125.07886 34.41579,-125.07886 21.90873))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Balaenoptera",
 "Year 2000-2025"
 ]
}

 The dataset includes 2664 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029606-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7934/p5091
title: Evolution of semiaquatic habits in hippos and their extinct relatives: insights from the ear region (project)
DOI: 10.7934/p5092
title: Phylogenetic relationships in Hybosoridae (Coleoptera: Scarabaeoidea) (project)
DOI: 10.7934/p5094
title: Why extant, why not extinct? A new extinct Latonia species (Anura; Discoglossidae) from the Early Pleistocene of the Apennine Peninsula provides clues on the survival of the genus in Eurasia (project)
DOI: 10.17632/p4hxr483km
title: Network Pharmacology Combined with In Vivo/In Vitro Ex-periments and Multi-Omics Technology to Explore the Thera-peutic Effect and Mechanism of Periplaneta americana (L.) Ex-tract PA-011 on Solar Dermatitis

description: The original data of this article has been uploaded to the database and is available for download and use by those in need. Network Pharmacology Combined with In Vivo/In Vitro Ex-periments and Multi-Omics Technology to Explore the Thera-peutic Effect and Mechanism of Periplaneta americana (L.) Ex-tract PA-011 on Solar Dermatitis
DOI: 10.7934/p5095
title: A new amphibamiform from the Early Permian of Texas elucidates patterns of cranial diversity among terrestrial amphibamiforms (project)