cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7pbdyu
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Teucrium campanulatum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 126 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0287542-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qp6ky
title: Occurrence Download

description: A dataset containing 619 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris planifolia (Mill.) T.Durand & Schinz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 619 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300884-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qu6jk
title: Occurrence Download

description: A dataset containing 654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopecurus utriculatus Sol.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 654 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0287308-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vgk3u
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lotus palustris Willd.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 299 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300030-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yscj6a
title: Occurrence Download

description: A dataset containing 55382 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -24.552553756517728
 AND decimallatitude &lt;= -20.3845909579754
 AND decimallongitude &gt;= 31.153814616757828
 AND decimallongitude &lt;= 37.030321616611275
 AND GBIF_Within('POLYGON ((37.030322 -24.552554, 37.030322 -20.384591, 31.153815 -20.384591, 31.153815 -24.552554, 37.030322 -24.552554))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 55382 records were derived from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017392-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18339814
title: Engineering a dimeric single-domain antibody for improved detection and neutralization of amyloid-β oligomers

description: This repository contains the raw numerical data supporting the manuscript titled: "Engineering a dimeric single-domain antibody for improved detection and neutralization of amyloid-β oligomers", submitted to Communications Biology.

The files provided here consist of the Source Data (Excel files) used to generate the figures presented in the study. The data is organized as follows:

- Structure: Each Excel file is subdivided into sheets corresponding to specific main and supplementary figures.

- Data Content: Each sheet contains the raw values and individual replicates for both in vitro biochemical assays and cell-based experiments.

- Organization: Every worksheet corresponds to the raw data obtained for the specific image or panel referenced in the manuscript.

Please note that additional supplementary materials, including unprocessed Western Blot and Dot Blot images, have been submitted directly to the journal.
DOI: 10.5281/zenodo.18339813
title: Engineering a dimeric single-domain antibody for improved detection and neutralization of amyloid-β oligomers

description: This repository contains the raw numerical data supporting the manuscript titled: "Engineering a dimeric single-domain antibody for improved detection and neutralization of amyloid-β oligomers", submitted to Communications Biology.

The files provided here consist of the Source Data (Excel files) used to generate the figures presented in the study. The data is organized as follows:

- Structure: Each Excel file is subdivided into sheets corresponding to specific main and supplementary figures.

- Data Content: Each sheet contains the raw values and individual replicates for both in vitro biochemical assays and cell-based experiments.

- Organization: Every worksheet corresponds to the raw data obtained for the specific image or panel referenced in the manuscript.

Please note that additional supplementary materials, including unprocessed Western Blot and Dot Blot images, have been submitted directly to the journal.
DOI: 10.5281/zenodo.18508860
title: Synthetic 6-DOF USV Motion Dataset

description: This repository contains the synthetic 6-degree-of-freedom (6-DOF) vessel motion dataset used in the study:



Epistemic Uncertainty in Short-Horizon Ship Motion Prediction for USVs


This dataset contains the physical specifications, hydrodynamic modeling parameters, and experimental configuration for a small-scale displacement-type Unmanned Surface Vessel (USV). The platform is specifically engineered for high-fidelity maritime research, focusing on active stabilization and predictive digital twin methodologies.

Vessel Specifications

The USV's mass properties and dimensions are defined within a specific mesh reference frame to support numerical replication.

Principal Dimensions





Length Overall (LOA): 1.650 m




Length Between Perpendiculars (LPP/LWL): 1.439 m




Beam (BOA/BWL): 0.800 m




Depth: 0.400 m




Draft: 0.153 m



Mass & Inertial Properties





Displacement: 127.9 kg (Freshwater, $\rho$ = 999 kg/m³)




Center of Gravity (LCG, TCG, VCG): [0.690 m, 0.000 m, 0.047 m]




Radii of Gyration (kxx, kyy, kzz): [0.296 m, 0.389 m, 0.389 m]



Dataset Structure

The dataset consists of frequency-domain hydrodynamic simulations generated using HydroSTAR and post-processed into time-domain motion sequences for machine learning experiments. The full dataset comprises 6,552 simulation cases spanning a structured grid of environmental and operational parameters:





Significant wave height (Hs): 0.25–2.0 m




Peak wave period (Tp): 1.5–6.0 s




Wave encounter direction (β): 0°–180°




Vessel forward speed (U): 0–0.6 m/s



Each simulation has a duration of 10 minutes with a time step of 0.05 s and contains 6-DOF vessel motions.

Files are organized into folders according to vessel forward speed. Each filename encodes the corresponding sea-state parameters. For example:



SS845_Hs2p00_Tp2p00_Beta180_U0p6mps_series.csv



where:





Hs2p00 → significant wave height = 2.00 m




Tp2p00 → peak period = 2.00 s




Beta180 → wave encounter direction = 180°




U0p6mps → forward speed = 0.6 m/s



Each CSV file contains time-series data for 6-DOF vessel motions processed for supervised learning.
DOI: 10.5281/zenodo.18508859
title: Synthetic 6-DOF USV Motion Dataset

description: This repository contains the synthetic 6-degree-of-freedom (6-DOF) vessel motion dataset used in the study:



Epistemic Uncertainty in Short-Horizon Ship Motion Prediction for USVs


This dataset contains the physical specifications, hydrodynamic modeling parameters, and experimental configuration for a small-scale displacement-type Unmanned Surface Vessel (USV). The platform is specifically engineered for high-fidelity maritime research, focusing on active stabilization and predictive digital twin methodologies.

Vessel Specifications

The USV's mass properties and dimensions are defined within a specific mesh reference frame to support numerical replication.

Principal Dimensions





Length Overall (LOA): 1.650 m




Length Between Perpendiculars (LPP/LWL): 1.439 m




Beam (BOA/BWL): 0.800 m




Depth: 0.400 m




Draft: 0.153 m



Mass & Inertial Properties





Displacement: 127.9 kg (Freshwater, $\rho$ = 999 kg/m³)




Center of Gravity (LCG, TCG, VCG): [0.690 m, 0.000 m, 0.047 m]




Radii of Gyration (kxx, kyy, kzz): [0.296 m, 0.389 m, 0.389 m]



Dataset Structure

The dataset consists of frequency-domain hydrodynamic simulations generated using HydroSTAR and post-processed into time-domain motion sequences for machine learning experiments. The full dataset comprises 6,552 simulation cases spanning a structured grid of environmental and operational parameters:





Significant wave height (Hs): 0.25–2.0 m




Peak wave period (Tp): 1.5–6.0 s




Wave encounter direction (β): 0°–180°




Vessel forward speed (U): 0–0.6 m/s



Each simulation has a duration of 10 minutes with a time step of 0.05 s and contains 6-DOF vessel motions.

Files are organized into folders according to vessel forward speed. Each filename encodes the corresponding sea-state parameters. For example:



SS845_Hs2p00_Tp2p00_Beta180_U0p6mps_series.csv



where:





Hs2p00 → significant wave height = 2.00 m




Tp2p00 → peak period = 2.00 s




Beta180 → wave encounter direction = 180°




U0p6mps → forward speed = 0.6 m/s



Each CSV file contains time-series data for 6-DOF vessel motions processed for supervised learning.
DOI: 10.15468/dl.edrmyc
title: Occurrence Download

description: A dataset containing 9177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tubastraea coccinea"
 ]
}

 The dataset includes 9177 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017402-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18510891
title: ORGANIZING DIDACTIC GAMES IN PRIMARY GRADES

description: This article covers the content, importance and methodological foundations of organizing didactic games in primary schools. Didactic games are interpreted as an effective tool that helps to increase the cognitive activity of students in the educational process, develop independent thinking, and easily master the educational material. The work analyzes the types of didactic games, methods of their use in the lesson, and the role of the teacher in this process. Also, the role of game educational technologies in the formation of motivation, creativity, and teamwork skills in students is shown through examples. This study is aimed at activating the educational and cognitive activities of students in primary education and improving the quality of education.
DOI: 10.5281/zenodo.18510890
title: ORGANIZING DIDACTIC GAMES IN PRIMARY GRADES

description: This article covers the content, importance and methodological foundations of organizing didactic games in primary schools. Didactic games are interpreted as an effective tool that helps to increase the cognitive activity of students in the educational process, develop independent thinking, and easily master the educational material. The work analyzes the types of didactic games, methods of their use in the lesson, and the role of the teacher in this process. Also, the role of game educational technologies in the formation of motivation, creativity, and teamwork skills in students is shown through examples. This study is aimed at activating the educational and cognitive activities of students in primary education and improving the quality of education.
DOI: 10.5281/zenodo.18510444
title: Code and Data for "Probing valley quantum oscillations via the spin Seebeck effect in transition metal dichalcogenide/ferromagnet hybrids"

description: We theoretically investigate spin-valley-locked tunneling transport in a transition-metal dichalcogenide/ferromagnetic-insulator heterostructure under a perpendicular magnetic field, driven by the spin Seebeck effect. We demonstrate that spin-valley coupling together with the magnetic-field-induced valley-asymmetric Landau-level structure enables the generation of a valley-polarized spin current from valley-selective spin excitation. We compare the spin current and the valley-polarized spin current in the conduction and valence bands and clarify their distinct microscopic origins. We predict pronounced quantum oscillations of the valley-polarized spin current, providing a clear experimental signature of quantized valley states.
DOI: 10.15468/dl.jqetke
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acourtia bravohollisiana"
 ]
}

 The dataset includes 21 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017403-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bshvst
title: Occurrence Download

description: A dataset containing 3688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Oxysternon, Oxysternon)"
 ]
}

 The dataset includes 3688 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017404-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26275/hk54-ksjy
title: Reconstructing Human Vagal Anatomy (REVA) (CWRU & Duke) - Excised Nerve CT

description: Multi-scale anatomy of cadaveric human vagus nerves (SPARC REVA CWRU/Duke)
description: Computed tomography (CT) of embalmed cadaveric human vagus nerve from brainstem to abdomen, stained with phosphotungstic acid.
DOI: 10.5281/zenodo.18510930
title: THE ROLE OF ECOLOGICAL CERTIFICATION IN ENHANCING CORPORATE VALUE AND SUSTAINABLE PERFORMANCE

description: This study examines the economic and operational implications of ecological certification for enterprises. By analyzing market valuation effects, investor responses, and operational performance improvements, it demonstrates how environmental standards such as ISO 14001 and Voluntary Environmental Certifications contribute to sustainable corporate growth. Empirical evidence highlights that certification enhances financial performance, market access, and stakeholder trust, particularly for small and medium-sized enterprises and firms in environmentally sensitive industries. The study also considers challenges including greenwashing and governance issues, emphasizing the importance of rigorous implementation.
DOI: 10.5281/zenodo.18510931
title: THE ROLE OF ECOLOGICAL CERTIFICATION IN ENHANCING CORPORATE VALUE AND SUSTAINABLE PERFORMANCE

description: This study examines the economic and operational implications of ecological certification for enterprises. By analyzing market valuation effects, investor responses, and operational performance improvements, it demonstrates how environmental standards such as ISO 14001 and Voluntary Environmental Certifications contribute to sustainable corporate growth. Empirical evidence highlights that certification enhances financial performance, market access, and stakeholder trust, particularly for small and medium-sized enterprises and firms in environmentally sensitive industries. The study also considers challenges including greenwashing and governance issues, emphasizing the importance of rigorous implementation.
DOI: 10.15468/dl.cb9zem
title: Occurrence Download

description: A dataset containing 42008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "EarliestEraOrLowestErathem is Paleozoic",
 "LatestEraOrHighestErathem is Paleozoic",
 "OccurrenceStatus is Present",
 "TaxonKey is Echinodermata"
 ]
}

 The dataset includes 42008 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017405-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25380/iastate.30854414
title: 3D Bullet and Cartridge Cases Scans from Cadre, Quantum, and Evofinder Imaging Systems

description: The database consists of 3D images of bullet and cartridge cases acquired by 3D instruments manufactured by Cadre (TopMatch), Leeds (Evofinder), and LeadsOnline (Quantum). The same set of bullets and cartridge cases were imaged using each of the 3D systems.These data may be useful to anyone requiring access to a database of bullet and cartridge case 3D images for the purposes of research, training, or instrument validation, and where ground truth (provenance of each scan in the dataset) is known. In particular, individuals with an interest in forensic science, image analysis, statistics, or machine learning might find the data useful because the firearm that fired each bullet and cartridge case is known, scans were obtained with a variety of instruments, and gun, caliber and type of ammunition were controlled.
DOI: 10.25380/iastate.30854414.v1
title: 3D Bullet and Cartridge Cases Scans from Cadre, Quantum, and Evofinder Imaging Systems

description: The database consists of 3D images of bullet and cartridge cases acquired by 3D instruments manufactured by Cadre (TopMatch), Leeds (Evofinder), and LeadsOnline (Quantum). The same set of bullets and cartridge cases were imaged using each of the 3D systems.These data may be useful to anyone requiring access to a database of bullet and cartridge case 3D images for the purposes of research, training, or instrument validation, and where ground truth (provenance of each scan in the dataset) is known. In particular, individuals with an interest in forensic science, image analysis, statistics, or machine learning might find the data useful because the firearm that fired each bullet and cartridge case is known, scans were obtained with a variety of instruments, and gun, caliber and type of ammunition were controlled.
DOI: 10.15468/dl.h8uzd5
title: Occurrence Download

description: A dataset containing 152082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-75.33862 6.31961,-74.78317 6.31961,-74.78317 6.78085,-75.33862 6.78085,-75.33862 6.31961))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 152082 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017380-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfgs7d
title: Occurrence Download

description: A dataset containing 93337 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (Antioquia)",
 "GadmGid is one of (COL)",
 "Geometry POLYGON((-75.30806 6.71838,-75.31042 6.35723,-74.86603 6.35567,-74.86917 6.71994,-75.30806 6.71838))"
 ]
 }
 ]
}

 The dataset includes 93337 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017385-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhuvz9
title: Occurrence Download

description: A dataset containing 46270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus",
 "Year 1980-2026"
 ]
}

 The dataset includes 46270 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017406-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/h2v7v5
title: Fairy Shrimp (Anostraca: Chirocephalidae) Inventory of Vernal Pools in Vermont, USA

description: We collected fairy shrimp (Anostraca: Chirocephalidae) from 32 vernal pools in Vermont, USA during spring in 2022 through 2025. This effort has so far recorded four species. In 2022, we found Knob-lipped Fairy Shrimp (Eubranchipus bundyi), which was previously recorded in Vermont, and Intricate Fairy Shrimp or Smooth-lipped Fairy Shrimp (Eubranchipus intricatus), a new state record in 2022. Both species are widespread across North America, but the Intricate Fairy Shrimp is considered rare in nearby Massachusetts, where it is listed as a “Species of Special Concern.” In 2025, two additional species were recorded, both new state records: Springtime Fairy Shrimp (Eubranchipus vernalis), and Ethologist Fairy Shrimp (Eubranchipus serratus), which is also a new record for New England.
DOI: 10.15468/dl.yagdqf
title: Occurrence Download

description: A dataset containing 3688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Oxysternon, Oxysternon)"
 ]
}

 The dataset includes 3688 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017407-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18510944
title: SOME ASPECTS OF THE PRAGMATIC DIMENSIONS OF PEDAGOGY

description: In contemporary educational theory, increasing attention is being paid to the pragmatic dimensions of pedagogy, which focus on the practical use of language, interaction, and contextual meaning in teaching and learning processes. Pragmatics in pedagogy emphasizes not only what is taught, but how knowledge is communicated, interpreted, and applied in real educational settings. This article explores several key aspects of pedagogical pragmatics, including teacher–student interaction, contextualized learning, communicative intent, and the role of discourse in educational environments. The study highlights the importance of pragmatic competence in improving instructional effectiveness and fostering meaningful learning experiences. The findings suggest that integrating pragmatic principles into pedagogical practice contributes to learner autonomy, critical thinking, and adaptive communication skills.