cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30892601.v1
title: Factors influencing appropriate vestibular care: An interview study with general practitioners and patients

description: General practitioners (GPs) frequently prescribe anti-vertigo drugs (AVDs), even though there is limited evidence for their effectiveness. Meanwhile, they rarely apply vestibular rehabilitation, a treatment for various vestibular disorders with a strong evidence base. This study aimed to identify barriers and facilitators to appropriate vestibular care in general practice. We conducted a qualitative study in Dutch general practice using semi-structured interviews with GPs and patients with vestibular symptoms. We used purposive sampling to select participants. Interviews were audio-recorded, transcribed verbatim, and thematically analysed following the Template Analysis approach using MAXQDA 2022 software. We interviewed 11 GPs and 15 patients. We assessed barriers and facilitators to appropriate vestibular care for GPs (i.e. not prescribing AVDs, advising vestibular exercises) and patients (i.e. not using AVDs, doing vestibular exercises). We identified four themes: competence, mindset, relational determinants, and accessibility to care. Facilitators included adequate knowledge about vestibular disorders, GPs valuing delivering high-value care, positive experiences with physiotherapy, patients’ coping skills, personal continuity, close collaboration between GP and colleagues, social support, and sufficient time and availability of providers. Barriers included diagnosis and treatment insecurity among GPs, patients doubting the GPs’ competence, patients’ desperation for treatment and GPs accommodating these wishes, positive experiences with AVDs, prescriptions by other providers, and insurance not covering physiotherapy. Multiple barriers and facilitators shape appropriate vestibular care in general practice. Interventions should strengthen GPs’ and patients’ knowledge of vestibular management. Internet-based vestibular rehabilitation may address key barriers, particularly logistic and financial ones. This interview study combines general practitioners’ and patients’ perspectives on managing vestibular symptoms.We focused on identifying targets to improve vestibular care by reducing overprescription of anti-vertigo drugs and increasing the uptake of vestibular rehabilitation.Key targets include increasing knowledge of general practitioner and patient, and providing internet-based vestibular rehabilitation. This interview study combines general practitioners’ and patients’ perspectives on managing vestibular symptoms. We focused on identifying targets to improve vestibular care by reducing overprescription of anti-vertigo drugs and increasing the uptake of vestibular rehabilitation. Key targets include increasing knowledge of general practitioner and patient, and providing internet-based vestibular rehabilitation.
DOI: 10.15468/dl.xr5emz
title: Occurrence Download

description: A dataset containing 1263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pseudoplatystoma corruscans"
 ]
}

 The dataset includes 1263 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000159-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5878/000402
title: The Student SOM Survey 2004
title: SOM-undersökningen till studenter 2004
title: Student-SOM 2004

description: This is the twelfth study in the collection of Student-SOM surveys. The aim of these studies is to shed light on opinions and habits of the student generation of today. The questionnaire is mainly a replication of the questionnaire used in previous Student-SOM surveys.

Purpose:

To find out how students feel about their education and the social environment at the University of Gothenburg
description: SOM-institutet har sedan 1993, tillsammans med Göteborgs universitets samhällsvetenskapliga fakultet, genomfört en studentundersökning. Det huvudsakliga syftet med undersökningen har varit att skapa tidsserier där det går att följa hur fakultetens studenter uppfattar sina studier och sin studiesociala miljö. Ett annat syfte är att identifiera studenterna som grupp, med fokus på exempelvis social bakgrund, ålder och bakomliggande orsaker till att de påbörjat sina studier.
Genom dessa tidsserier kan man utläsa trender och trendbrott bland gruppen studenter.

Syfte:

Ta reda på hur studenterna uppfattar sin utbildning och den studiesociala miljön vid Göteborgs universitet
DOI: 10.5878/gez7-3z04
title: The Student SOM Survey 2004
title: SOM-undersökningen till studenter 2004
title: Student-SOM 2004

description: This is the twelfth study in the collection of Student-SOM surveys. The aim of these studies is to shed light on opinions and habits of the student generation of today. The questionnaire is mainly a replication of the questionnaire used in previous Student-SOM surveys.

Purpose:

To find out how students feel about their education and the social environment at the University of Gothenburg
description: SOM-institutet har sedan 1993, tillsammans med Göteborgs universitets samhällsvetenskapliga fakultet, genomfört en studentundersökning. Det huvudsakliga syftet med undersökningen har varit att skapa tidsserier där det går att följa hur fakultetens studenter uppfattar sina studier och sin studiesociala miljö. Ett annat syfte är att identifiera studenterna som grupp, med fokus på exempelvis social bakgrund, ålder och bakomliggande orsaker till att de påbörjat sina studier.
Genom dessa tidsserier kan man utläsa trender och trendbrott bland gruppen studenter.

Syfte:

Ta reda på hur studenterna uppfattar sin utbildning och den studiesociala miljön vid Göteborgs universitet
DOI: 10.60520/ieda/114328
title: EPMA glass analysis at GEOMAR (Version 1)

description: Electron probe microanalysis (EPMA) of Si, Ti, Al, Fe, Mn, Mg, Ca, Na, K, P, F, S, and Cl in volcanic glasses of wide compositional range using JEOL JXA 8200 at the GEOMAR Helmholtz Centre for Ocean Research Kiel (Germany).
DOI: 10.6084/m9.figshare.27312138
title: Dataset for "Model-based Digital Twin Engineering: Insights, Challenges, and Future Directions"

description: This research item provides the dataset as established during the accompanying survey paper on "Model-based Digital Twin Engineering: Insights, Challenges, and Future Directions".
DOI: 10.6084/m9.figshare.27312138.v3
title: Dataset for "Model-based Digital Twin Engineering: Insights, Challenges, and Future Directions"

description: This research item provides the dataset as established during the accompanying survey paper on "Model-based Digital Twin Engineering: Insights, Challenges, and Future Directions".
DOI: 10.6084/m9.figshare.27312138.v2
title: Dataset for "Unveiling the Landscape of Model-based Digital Twin Engineering: Insights, Challenges, and Future Directions"

description: This research item provides the dataset as established during the accompanying survey paper on "Unravelling the Landscape of Model-based Digital Twin Engineering: Insights, Challenges, and Future Directions" (add DOI).
DOI: 10.5281/zenodo.18416987
title: KASB-HUNAR VA LAVOZIM-AMAL KONSEPTLARINING SEMANTIK VA FUNKSIONAL TAHLILI

description: Ushbu maqolada “kasb-hunar” va “lavozim-amal” konseptlari lingvistik va sotsiokultural nuqtai nazardan semantik va funksional jihatdan tahlil qilinadi. Tadqiqot jarayonida ikki konseptning mazmuni, ishlatilish doirasi va ijtimoiy-funksional ahamiyati o‘rganildi. Maqola mazmunida konseptlararo taqqosiy tahlil ham keltirilgan bo‘lib, ularning lingvistik matn va amaliy kommunikatsiyadagi roli aniqlangan. Shu bilan birga, maqolada konseptlarning rasmiy va kundalik kontekstda qo‘llanilishi ham tahlil qilinadi.
DOI: 10.5281/zenodo.18416986
title: KASB-HUNAR VA LAVOZIM-AMAL KONSEPTLARINING SEMANTIK VA FUNKSIONAL TAHLILI

description: Ushbu maqolada “kasb-hunar” va “lavozim-amal” konseptlari lingvistik va sotsiokultural nuqtai nazardan semantik va funksional jihatdan tahlil qilinadi. Tadqiqot jarayonida ikki konseptning mazmuni, ishlatilish doirasi va ijtimoiy-funksional ahamiyati o‘rganildi. Maqola mazmunida konseptlararo taqqosiy tahlil ham keltirilgan bo‘lib, ularning lingvistik matn va amaliy kommunikatsiyadagi roli aniqlangan. Shu bilan birga, maqolada konseptlarning rasmiy va kundalik kontekstda qo‘llanilishi ham tahlil qilinadi.
DOI: 10.34740/kaggle/dsv/14665316
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.26071/c5cd7326-66b6-412a
title: Restauration des habitats côtiers de l’Anse-aux-Iroquois, Rivière-Ouelle (2019-2021)
title: Restoring Coastal Habitats in Anse-aux-Iroquois, Rivière-Ouelle (2019-2021)

description: L’équipe du Comité ZIP du Sud-de-l’Estuaire, en collaboration avec Pêches et Océans Canada, a réalisé la caractérisation et un projet de restauration dans l'Anse-aux-Iroquois dans la cadre d'un projet (Fonds pour la restauration côtière : FRC) pour la restauration de l’habitat du poisson.

Afin de limiter le phénomène d’érosion et d’améliorer la capacité de résilience du milieu, un projet de transplantation dans le marais de spartine alterniflore, de reprofilage de la berge et de plantation de végétaux indigènes sur la berge afin de la stabiliser a été réalisé, ce qui représente une superficie de 2 066 m² d’habitats du poisson restaurée.
description: The Comité ZIP du Sud-de-l'Estuaire team, in collaboration with Fisheries and Oceans Canada, carried out the characterization and a restoration project in Anse-aux-Iroquois as part of a project (Coastal Restoration Fund: CRF) for the restoration of fish habitat.

In order to limit the phenomenon of erosion and to improve the environmental resilience, a project was carried out to transplant alterniflora to the marsh of Spartan alterniflora, to reprofile the bank and to plant native plants on the shore in order to stabilize it, which represents an area of 2,066 m² of restored fish habitats.
DOI: 10.5281/zenodo.15114495
title: Annotated subset of the RepairMonitor dataset for the analysis of the proportion of TVs that failed because of Power Electronics

description: The data describes the repair of televisions (TV) carried out in Repair Cafés in France, the United Kindgom and the United States of America from January 2016 to February 2025. The data are annotated in order to facilitate automatic analysis of the failures and repairs of the power electronics part of the TV sets.

This data has been annotated for the following article "What Proportion of Televisions Fails Because of Power Electronics, and Why? A Case Study Based on the Repair Café Dataset." presented in the conference Energy Conversion Congress & ExpoECCE Europe 2025 which was held in Birmingham from 31st August to 4th September.

The orginal data have been produced by volunteer work of Repair Cafés worldwide and provided by the RepairMonitor.
DOI: 10.5281/zenodo.15114494
title: Annotated subset of the RepairMonitor dataset for the analysis of the proportion of TVs that failed because of Power Electronics

description: The data describes the repair of televisions (TV) carried out in Repair Cafés in France, the United Kindgom and the United States of America from January 2016 to February 2025. The data are annotated in order to facilitate automatic analysis of the failures and repairs of the power electronics part of the TV sets.

This data has been annotated for the following article "What Proportion of Televisions Fails Because of Power Electronics, and Why? A Case Study Based on the Repair Café Dataset." presented in the conference Energy Conversion Congress & ExpoECCE Europe 2025 which was held in Birmingham from 31st August to 4th September.

The orginal data have been produced by volunteer work of Repair Cafés worldwide and provided by the RepairMonitor.
DOI: 10.15468/dl.yafchg
title: Occurrence Download

description: A dataset containing 228 records in GBIF matching the query:
SELECT
 '591' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey 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 decimalLatitude &gt;= 61.2993700571118
 AND decimalLatitude &lt;= 66.79314043790278
 AND decimalLongitude &gt;= 102.8355164261325
 AND decimalLongitude &lt;= 125.72054921484909
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 228 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000140-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18417019
title: MАKTАBGАCHА YОSHDАGI BОLАLАRDА HISSIY-INTELLEKTNI SHАKLLАNTIRISHNING INNОVАTSIОN YОNDАSHUVLАRI

description: Mаzkur tezisdа mаktаbgаchа yоshdаgi bоlаlаrdа hissiy-intellektni shаkllаntirish jаrаyоnining nаzаriy аsоslаri hаmdа uni rivоjlаntirishgа qаrаtilgаn zаmоnаviy innоvаtsiоn yоndаshuvlаr tаhlil qilinаdi. Tаdqiqоt dаvоmidа hissiy-intellekt tushunchаsining mаzmuni, uning bоlа shаxsining rivоjlаnishidаgi о‘rni vа mаktаbgаchа tа’lim tizimidа qо‘llаnilаyоtgаn innоvаtsiоn pedаgоgik texnоlоgiyаlаrning sаmаrаdоrligi yоritilаdi. О‘yin texnоlоgiyаlаri, rаqаmli vоsitаlаr, аrt-terаpiyа vа ijtimоiy-emоtsiоnаl о‘qitish metоdlаri оrqаli bоlаlаrdа hissiy аnglаsh, empаtiyа vа ijtimоiy mоslаshuv kо‘nikmаlаrini shаkllаntirish imkоniyаtlаri аsоslаb berilаdi.
DOI: 10.5281/zenodo.18417020
title: MАKTАBGАCHА YОSHDАGI BОLАLАRDА HISSIY-INTELLEKTNI SHАKLLАNTIRISHNING INNОVАTSIОN YОNDАSHUVLАRI

description: Mаzkur tezisdа mаktаbgаchа yоshdаgi bоlаlаrdа hissiy-intellektni shаkllаntirish jаrаyоnining nаzаriy аsоslаri hаmdа uni rivоjlаntirishgа qаrаtilgаn zаmоnаviy innоvаtsiоn yоndаshuvlаr tаhlil qilinаdi. Tаdqiqоt dаvоmidа hissiy-intellekt tushunchаsining mаzmuni, uning bоlа shаxsining rivоjlаnishidаgi о‘rni vа mаktаbgаchа tа’lim tizimidа qо‘llаnilаyоtgаn innоvаtsiоn pedаgоgik texnоlоgiyаlаrning sаmаrаdоrligi yоritilаdi. О‘yin texnоlоgiyаlаri, rаqаmli vоsitаlаr, аrt-terаpiyа vа ijtimоiy-emоtsiоnаl о‘qitish metоdlаri оrqаli bоlаlаrdа hissiy аnglаsh, empаtiyа vа ijtimоiy mоslаshuv kо‘nikmаlаrini shаkllаntirish imkоniyаtlаri аsоslаb berilаdi.
DOI: 10.20383/103.01572
title: Imbalances between climate outcomes from fossil fuel CO2 emissions and removals through reforestation in net-zero pathways - Supplementary Data

description: This dataset comprises output from reforestation and net-zero CO2 pathway simulations run using the University of Victoria Earth System Climate Model, version 2.10 and is compliment to the forthcoming article to be published in Communications Earth & Environment, the pre-print and detailed description of which is available here: https://doi.org/10.21203/rs.3.rs-6355003/v1 We investigated whether using reforestation-based CO2 removal to offset fossil fuel CO2 emissions will lead to the same climate outcome as avoiding additional fossil fuel CO2 emissions. This net-zero case was derived by accounting for reforestation-based CO2 removals from reforestation simulations, then placing these removals as additional fossil fuel CO2 emissions on top of a reference emissions pathway. The resulting 'net-zero pathway' was compared to reference case. Our results, as found in this dataset, show that the net-zero pathways leads to carbon and climate imbalance compared to the reference case. The biogeophysical effects of reforestation and potential re-release of removed carbon through disturbance events amplifies the additional warming found in our net-zero simulations. Please see the UVic-ESCM 2.10 model description paper for additional information: Mengis N., Keller D.P., MacDougall A.H., Eby M., Wright N., Meissner K.J., Oschlies A., Schmittner A., MacIsaac A.J., Matthews H.D., & Zickfeld K. (2020). Evaluation of the University of Victoria Earth System Climate Model version 2.10 (UVic ESCM 2.10). Geosci. Model Dev., 13, 4183–4204. https://doi.org/10.5194/gmd-13-4183-2020
DOI: 10.15468/dl.q96m66
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elatostematoides vittatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000161-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5fwpz
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Observation)",
 "Geometry POLYGON((-89.83084 31.85997,-89.63874 31.85997,-89.63874 31.98287,-89.83084 31.98287,-89.83084 31.85997))",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Perimyotis subflavus, Macrochelys temminckii, Gopherus polyphemus, Obovaria unicolor, Danaus plexippus, Haliaeetus leucocephalus, Sitta pusilla, Chaetura pelagica, Geothlypis formosa, Melanerpes erythrocephalus, Euphagus carolinus, Hylocichla mustelina)",
 "Year 1954-2026"
 ]
}

 The dataset includes 55 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000162-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18416868
title: NCT03145155_Effectiveness of an intervention package on the continuum of care among mothers and their knowledge of non-communicable diseases
DOI: 10.5281/zenodo.18416867
title: NCT03145155_Effectiveness of an intervention package on the continuum of care among mothers and their knowledge of non-communicable diseases
DOI: 10.15468/dl.3wbfky
title: Occurrence Download

description: A dataset containing 653351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Myrtaceae"
 ]
}

 The dataset includes 653351 records from 1236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000113-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29947997
title: Fig data of Three-body fragmentation dynamics of C 5H 5N 3+ produced by 200 eVelectron-impact triple-ionization .xlsx

description: We investigated the electron-impact triple ionization and subsequent fragmentation dynamics of pyridine using multiparticle coincident momentum spectroscopy. Through the measurements of the kinetic energy release-the angle between the conjugate momenta of the first and second breakup steps and Newton diagrams for the three-body Coulomb explosion processes, we separate two distinct sequential mechanisms involving proton emission in the first or second step of sequential fragmentation. Moreover, we determine the relative ratio of the two dissociation pathways for each channel. We find that proton emission in the first step of the sequential dissociation is the dominant process (94% branching ratio) for the channel involving H migration of H+ + CH2N+ + C4H2+. It can be explained by the pyridine trication undergoing ultrafast hydrogen migration and forming a more stable α-isomeric ion, which attenuates the ring-opening reactions.
DOI: 10.6084/m9.figshare.29947997.v1
title: Fig data of Three-body fragmentation dynamics of C 5H 5N 3+ produced by 200 eVelectron-impact triple-ionization .xlsx

description: We investigated the electron-impact triple ionization and subsequent fragmentation dynamics of pyridine using multiparticle coincident momentum spectroscopy. Through the measurements of the kinetic energy release-the angle between the conjugate momenta of the first and second breakup steps and Newton diagrams for the three-body Coulomb explosion processes, we separate two distinct sequential mechanisms involving proton emission in the first or second step of sequential fragmentation. Moreover, we determine the relative ratio of the two dissociation pathways for each channel. We find that proton emission in the first step of the sequential dissociation is the dominant process (94% branching ratio) for the channel involving H migration of H+ + CH2N+ + C4H2+. It can be explained by the pyridine trication undergoing ultrafast hydrogen migration and forming a more stable α-isomeric ion, which attenuates the ring-opening reactions.
DOI: 10.15468/dl.w3b3y2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Richardia scabra",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025079-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3mhk2jv94m
title: Survey Dataset on Government's Provision of Quality Information on Social Media and Citizens' Online Political Participation in Pakistan

description: The survey data was collected to assess the perception of citizens regarding the provision of quality information by a government agency on social media and its influence on their perception of transparency, trust, responsiveness of the agency and citizens' online political participation. The responses were taken from 388 social media (Facebook and Twitter) followers of a government agency i.e. Punjab Food Authority.
DOI: 10.6084/m9.figshare.13408538.v1
title: creditcard.zip

description: Credit card fraud detection dataset
DOI: 10.6084/m9.figshare.26936770.v1
title: Regression with Large Language Models for Materials and Molecular Property Prediction (part 2 of 2)

description: Data for the study "Regression with Large Language Models for Materials and Molecular Property Prediction" by Ryan Jacobs, Maciej P. Polak, Lane E. Schultz, Hamed Mahdavi, Vasant Honavar, and Dane Morgan.
DOI: 10.17632/h22kxj6ydt
title: PyVulDet-NER

description: The data in this repository is associated with a manuscript paper, entitled "Python Source Code Vulnerability Detection with Named Entity Recognition". The paper has been submitted to the "DevSecOps: Advances for Secure Software Development" special issue in the "Computers & Security" journal. This research is part of an in-progress dissertation for George Washington University. In addition to the data shown in this repository, the following NER models were created with this data to identify 6 vulnerability types in Python source code:
https://huggingface.co/mmeberg/RoRo_PyVulDet_NER
https://huggingface.co/mmeberg/RoCo_PyVulDet_NER
https://huggingface.co/mmeberg/DiDi_PyVulDet_NER
https://huggingface.co/mmeberg/CoRo_PyVulDet_NER
https://huggingface.co/mmeberg/CoCo_PyVulDet_NER
DOI: 10.17632/vhy5mjb6wg
title: Conjunctivitis Recognition

description: This is the dataset for conjunctivitis recognition system. The dataset includes code and image dataset for implementation of the projects.
DOI: 10.6084/m9.figshare.25978285.v3
title: Supplementary Tables S1-S19 GC transcriptome + Contractions

description: Supplementary Tables S1-S19