cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/95mx-wu7a
title: Measurement of Cis_NO at Alert

description: Measurement of Cis_NO at Alert
DOI: 10.48597/9ppm-rx2z
title: Measurement of Pp_DDT at Alert

description: Measurement of Pp_DDT at Alert
DOI: 10.15468/dl.gckbtd
title: Occurrence Download

description: A dataset containing 186193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Acer platanoides L."
 ]
}

 The dataset includes 186193 records from 765 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073411-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfrsps
title: Occurrence Download

description: A dataset containing 7669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psophus stridulus (Linnaeus, 1758))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 7669 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250652-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.age9fh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Muntiacus vuquangensis (Tuoc, Dung, Dawson, Arctander & Mackinnon, 1994), Muntiacus vuquanghensis (Tuoc, Dung, Dawson, Arctander & Mackinnon, 1994))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073439-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.weejgn
title: Occurrence Download

description: A dataset containing 83573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crotalus Linnaeus, 1758"
 ]
}

 The dataset includes 83573 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0336721-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdbue7
title: Occurrence Download

description: A dataset containing 549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crinum asiaticum L."
 ]
}

 The dataset includes 549 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073458-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h6phy
title: Occurrence Download

description: A dataset containing 2154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lasiurus blossevillii (Lesson & Garnot, 1826)"
 ]
}

 The dataset includes 2154 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346203-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzn4bx
title: Occurrence Download

description: A dataset containing 8378 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agathis Salisb."
 ]
}

 The dataset includes 8378 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110662-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9x5c5
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tiarinia gracilis Dana, 1851"
 ]
}

 The dataset includes 81 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133709-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsxnpn
title: Occurrence Download

description: A dataset containing 4433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vigna mungo (L.) Hepper"
 ]
}

 The dataset includes 4433 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030798-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s59bsz
title: Occurrence Download

description: A dataset containing 2128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Balitoridae"
 ]
}

 The dataset includes 2128 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250979-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9f5vn
title: Occurrence Download

description: A dataset containing 1449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplonycteris fischeri Lawrence, 1939)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1449 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073373-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf5kf4
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hydroporus palustris (Linnaeus, 1761)",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346204-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11078295
title: FRACTESUS_UoB_SA508_KJc_MCT_-60_E2

description: Fractesus project. Fracture test mini-CT. Raw data SA508 Cl.3. UoB.
DOI: 10.5281/zenodo.11078296
title: FRACTESUS_UoB_SA508_KJc_MCT_-60_E2

description: Fractesus project. Fracture test mini-CT. Raw data SA508 Cl.3. UoB.
DOI: 10.15468/dl.z8t3j4
title: Occurrence Download

description: A dataset containing 56432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Larrea tridentata (DC.) Coult."
 ]
}

 The dataset includes 56432 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073376-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/k78x-gq35
title: "Dise\u00f1o y desarrollo de un entorno educativo interactivo que combina Deep Learning (DL) y Realidad Extendida (XR) "

description: "Background: Theglobaltransition toward digital education has exposed critical limitations in traditional engineering pedagogy, particularly in teaching complex abstract concepts like electrical circuits. Existing technological solutions often operate in isolation, failing to leverage the synergistic potential of artificial intelligence and immersive technologies. Objective: This study develops and empirically validates an innovative hybrid framework integrating Deep Learning (DL) for personalized adaptive instruction with Extended Reality (XR) for immersive simulation in electrical engineering education. Methods: A comprehensive mixed-methods approach was employed using a quasi-experimental pretest-posttest control group design with 20 undergraduate engineering students (10 experimental, 10 control), equally divided by gender (10 male, 10 female). This pilot study is projected to be followed by a larger-scale implementation with 100 students (50 male, 50 female). The technological implementation combined TensorFlow\/PyTorch-based adaptive learning algorithms with Unity3D XR environments deployed on Oculus Quest 3 headsets. Quantitative measures included academic performance assessments, knowledge retention tests, engagement metrics, and user experience questionnaires (UEQ, SUS), while qualitative data encompassed semi-structured interviews and focus groups. Results: Theexperimental group demonstrated statistically significant improvements across all measured outcomes: 35.2% higher post-test scores (ANCOVA F(1,17)=18.92, p\u00a10.001, \u03b72=0.31, Cohen\u2019s d=1.28), 42% increased engagement metrics (\u03c72(1)=9.78, p=0.002, \u03d5=0.49), and superior knowledge retention at 6-week follow-up (t(18)=4.12, 1 p\u00a10.001, d=0.92). User experience scores exceeded excellence thresholds (SUS=85.4, UEQ\u00bf+1.5 across dimensions). Qualitative analysis revealed enhanced conceptual understanding, increased confidence, and strong appreciation for personalized learning pathways. Conclusion: The integrated DL-XR framework represents a transformative approach to engineering education, effectively bridging theoretical abstraction and practical application through adaptive personalization and immersive experimentation. This pilot research establishes a promising model for technology-enhanced STEM education, with significant implications for curriculum design and institutional implementation, warranting further investigation in the planned larger-scale study. Keywords: Deep Learning, Extended Reality, Adaptive Learning, Engineering Education, Electrical Circuits, Immersive Learning, Educational Technology, Personalized Instruction"
DOI: 10.15468/dl.sngbgj
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Algeria",
 "TaxonKey is Phylloscopus ibericus"
 ]
}

 The dataset includes 30 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b49vrb
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Algeria",
 "TaxonKey is Phylloscopus bonelli"
 ]
}

 The dataset includes 239 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014501-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkz3k7
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amburana cearensis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1018 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014502-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6nz6y
title: Occurrence Download

description: A dataset containing 5869587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Contopus virens, Regulus calendula, Corvus brachyrhynchos, Corvus corax, Corvus ossifragus)",
 "Country is Canada",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON ((-84.76571 41.22334, -58.93394 41.22334, -58.93394 49.85477, -84.76571 49.85477, -84.76571 41.22334))",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5869587 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014494-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3610071101-eng
title: Gross domestic product (GDP) at basic prices, by industry, provinces and territories

description: Annual Provincial and Territorial Gross Domestic Product (GDP) at basic prices, by North American Industry Classification aggregates, in chained (2017) and current dollars.
DOI: 10.6084/m9.figshare.30740288
title: Evaluating Large Language Models for Inverse Semiconductor Design

description: Large Language Models (LLMs) with generative capabilities have garnered significant attention in various domains, including materials science. However, systematically evaluating their performance for structure generation tasks remains a major challenge. In this study, we fine-tune multiple LLMs on various density functional theory (DFT) datasets (including superconducting and semiconducting materials at different levels of DFT theory) and apply quantitative metrics to benchmark their effectiveness. Among the models evaluated, the Mistral 7 billion parameter model demonstrated excellent performance across several metrics. Leveraging this model, we generated candidate semiconductors and further screened them using a graph neural network property prediction model and validated them with DFT. Starting from nearly 100\,000 generated candidates, we identified six semiconductor materials near the convex hull with DFT that were not present in any known datasets, one of which was found to be dynamically stable (Na$_3$S$_2$). This study demonstrates the effectiveness of a pipeline spanning fine-tuning, evaluation, generation, and validation for accelerating inverse design and discovery in computational materials science.
DOI: 10.6084/m9.figshare.30740288.v1
title: Evaluating Large Language Models for Inverse Semiconductor Design

description: Large Language Models (LLMs) with generative capabilities have garnered significant attention in various domains, including materials science. However, systematically evaluating their performance for structure generation tasks remains a major challenge. In this study, we fine-tune multiple LLMs on various density functional theory (DFT) datasets (including superconducting and semiconducting materials at different levels of DFT theory) and apply quantitative metrics to benchmark their effectiveness. Among the models evaluated, the Mistral 7 billion parameter model demonstrated excellent performance across several metrics. Leveraging this model, we generated candidate semiconductors and further screened them using a graph neural network property prediction model and validated them with DFT. Starting from nearly 100\,000 generated candidates, we identified six semiconductor materials near the convex hull with DFT that were not present in any known datasets, one of which was found to be dynamically stable (Na$_3$S$_2$). This study demonstrates the effectiveness of a pipeline spanning fine-tuning, evaluation, generation, and validation for accelerating inverse design and discovery in computational materials science.
DOI: 10.17605/osf.io/4p8hz
title: Open Data of a cluster-randomized trial of GraphoGame-NL in Groningen, The Netherlands and Ghent, Belgium

description: This repository contains the data from a cluster randomized trial testing the effectiveness of a digital game-based learning tool for beginning readers of Dutch at the onset of first grade. The study offered participation to all 312 children enrolled into 16 classrooms at 8 schools in Groningen, The Netherlands and Ghent in the Dutch-speaking part of Belgium. Randomization took place at the classroom level into treatment groups of the reading intervention (GraphoGame-NL), an active control group playing math content in the same gaming framework (GraphoGame-NL-Math) and a passive control group only attending classroom activities. The intervention consisted of 10 to 15 minutes of daily playing during school time for a period of up to 7 weeks. We collected data on nonverbal intelligence, reading fluency, phonological skills, and rapid automatized naming. In addition, we measured written lexical decision and letter speech sound association with purpose built in-game levels. 

In this repository we deposit the data of 266 children who consented to study participation and completed the assessments, of which 247 adhered to the intervention and played at least 20 sessions. We provide two data frames: one with results from the behavioural pen-and-paper tests, and one for the single trial results from the in-game assessments. The OSF wiki contains detailed information of the variables in both dataframes and also the code to open them in R.
DOI: 10.25318/3610071101-fra
title: Produit intérieur brut (PIB) aux prix de base, par industries, provinces et territoires

description: Produit intérieur brut (PIB) provincial et territorial annuel aux prix de base, selon le Système de classification des industries de l'Amérique du Nord (SCIAN) en dollars enchaînés (2017) et en dollars courants.
DOI: 10.15468/dl.ws5x39
title: Occurrence Download

description: A dataset containing 6531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amelanchier arborea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6531 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014503-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17749852
title: SpaceCycle: Spatiotemporal regulation of cell cycle states within the complex tumor microenvironment
DOI: 10.5281/zenodo.17749853
title: SpaceCycle: Spatiotemporal regulation of cell cycle states within the complex tumor microenvironment
DOI: 10.15468/dl.4f8qbd
title: Occurrence Download

description: A dataset containing 10915 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Aves [GBIF Backbone Taxonomy])",
 "Country is one of (Colombia)",
 "StateProvince is one of (Boyacá)",
 "Geometry POLYGON((-72.70785 5.44158,-72.71392 5.45519,-72.72456 5.46074,-72.74368 5.459,-72.7627 5.43053,-72.78549 5.40583,-72.77333 5.38869,-72.74092 5.33726,-72.71561 5.31054,-72.71662 5.28785,-72.71105 5.27878,-72.70241 5.27622,-72.68975 5.28076,-72.67826 5.29042,-72.66915 5.29698,-72.66712 5.32622,-72.66236 5.42617,-72.66692 5.43726,-72.68616 5.45036,-72.70034 5.43625,-72.70785 5.44158))"
 ]
 }
 ]
}

 The dataset includes 10915 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014504-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8svvz
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pithecia aequatorialis"
 ]
}

 The dataset includes 41 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014505-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.