cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18599747
title: Profiling Immune cell Subsets in Pediatric IgA Vasculitis and Immune Thrombocytopenia

description: This dataset contains the raw flow cytometry data and clinical characteristics of 125 children with IgA vasculitis (IgAV) and 35 children with immune thrombocytopenia (ITP). It includes proportions of various PBMC subsets (T cells, B cells, monocytes, etc.) analyzed by high-dimensional multicolor experiments.
DOI: 10.5281/zenodo.18599748
title: Profiling Immune cell Subsets in Pediatric IgA Vasculitis and Immune Thrombocytopenia

description: This dataset contains the raw flow cytometry data and clinical characteristics of 125 children with IgA vasculitis (IgAV) and 35 children with immune thrombocytopenia (ITP). It includes proportions of various PBMC subsets (T cells, B cells, monocytes, etc.) analyzed by high-dimensional multicolor experiments.
DOI: 10.15468/dl.bzcfac
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is ESP.8_1",
 "TaxonKey is Taraxacum officinale"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006081-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18599875
title: SINTAKTIK SATH VA SHART MUNOSABATINING NAZARIY MAQOMI

description: Ushbu maqolada jahon va o‘zbek tilshunosligida shart munosabatlari sintaktik, semantik va pragmatik jihatlari bo‘yicha tahlil qilinadi. Shart konstruktsiyalari til birliklari mantiqiy, sababiy va ehtimollik asosida bog‘lanishini aks ettiradi. Tipologik jihatdan shart munosabatlari bog‘lovchilar, affikslar va kontekst orqali ifodalanadi. Diskurs va kognitiv tilshunoslik doirasida shart konstruktsiyalari argumentatsiya, maslahat, ogohlantirish va normativ xulosalarni ifodalashda muhim rol o‘ynaydi. Maqola misollar bilan boyitilgan bo‘lib, zamonaviy tadqiqotlar va klassik nazariy yondashuvlar tahlil qilinadi.
DOI: 10.15468/dl.uusa3x
title: Occurrence Download

description: A dataset containing 855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.21754 41.96807,2.12726 41.8136,2.29952 41.55727,2.77067 41.74511,2.54443 42.04072,2.21754 41.96807))",
 "TaxonKey is Sedum sediforme"
 ]
}

 The dataset includes 855 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006082-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18599874
title: SINTAKTIK SATH VA SHART MUNOSABATINING NAZARIY MAQOMI

description: Ushbu maqolada jahon va o‘zbek tilshunosligida shart munosabatlari sintaktik, semantik va pragmatik jihatlari bo‘yicha tahlil qilinadi. Shart konstruktsiyalari til birliklari mantiqiy, sababiy va ehtimollik asosida bog‘lanishini aks ettiradi. Tipologik jihatdan shart munosabatlari bog‘lovchilar, affikslar va kontekst orqali ifodalanadi. Diskurs va kognitiv tilshunoslik doirasida shart konstruktsiyalari argumentatsiya, maslahat, ogohlantirish va normativ xulosalarni ifodalashda muhim rol o‘ynaydi. Maqola misollar bilan boyitilgan bo‘lib, zamonaviy tadqiqotlar va klassik nazariy yondashuvlar tahlil qilinadi.
DOI: 10.15468/dl.fbyscg
title: Occurrence Download

description: A dataset containing 8004 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((-126.64631 23.77487,-102.41248 19.12393,-82.33999 25.73316,-50.27299 38.46205,-52.47607 56.33145,-110.00085 67.34684,-150.14581 63.43026,-126.64631 23.77487))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 8004 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006084-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82186/cnvn6-f2w85
title: Cost Pass-Through and Depth of the Capital Market Determine the Financial Impact of Carbon-Intensive Firms' Choice Between Paying Carbon Prices and Decarbonising

description: Key data inputs for the paper accepted at Communications, Earth and Environment journal, titled "Cost Pass-Through and Depth of the Capital Market Determine the Financial Impact of Carbon-Intensive Firms' Choice Between Paying Carbon Prices and Decarbonising"
DOI: 10.82186/pg7yj-6av29
title: Cost Pass-Through and Depth of the Capital Market Determine the Financial Impact of Carbon-Intensive Firms' Choice Between Paying Carbon Prices and Decarbonising

description: Key data inputs for the paper accepted at Communications, Earth and Environment journal, titled "Cost Pass-Through and Depth of the Capital Market Determine the Financial Impact of Carbon-Intensive Firms' Choice Between Paying Carbon Prices and Decarbonising"
DOI: 10.5281/zenodo.18507346
title: IgG memory B cells expressing IL4R and FCER2 are associated with atopic diseases

description: This entry includes Seurat Objects for two Studies: 

First: IgG memory B cells expressing IL4R and FCER2 are associated with atopic diseases. Contains single cell Seurat object from study (PMDI:36445014)

Second: Humoral IgG1 responses to tumor antigens underpin clinical outcomes in immune checkpoint blockade. Includes Single cell and Bulk RNAseq data for B and plasma cells from study (PMID: 41593194)
DOI: 10.5281/zenodo.17517704
title: IgG memory B cells expressing IL4R and FCER2 are associated with atopic diseases

description: This entry includes Seurat Objects for two Studies: 

First: IgG memory B cells expressing IL4R and FCER2 are associated with atopic diseases. Contains single cell Seurat object from study (PMDI:36445014)

Second: Humoral IgG1 responses to tumor antigens underpin clinical outcomes in immune checkpoint blockade. Includes Single cell and Bulk RNAseq data for B and plasma cells from study (PMID: 41593194)
DOI: 10.15468/dl.kfbv8t
title: Occurrence Download

description: A dataset containing 8066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solidago canadensis",
 "Year 2020-2026"
 ]
}

 The dataset includes 8066 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006087-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzxs99
title: Occurrence Download

description: A dataset containing 43908 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Corynoneura lobata, Corynoneura)"
 ]
}

 The dataset includes 43908 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006086-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18599895
title: ИССЛЕДОВАНИЕ ЭФФЕКТИВНОСТИ МОДЕЛИ АКТИВНОГО ОБУЧЕНИЯ ФРАНЦУЗСКОМУ ЯЗЫКУ С ИНТЕГРАЦИЕЙ МУЛЬТИМЕДИА ТЕХНОЛОГИЙ

description:  Главной задачей образования всегда была и остается передача новым поколениям накопленного обществом опыта. Вопрос «чему и как учить подрастающее поколение?» был и остается ключевым не только в методике обучения иностранным языкам, но и в дидактике вообще. Таким образом, в основе организации любого образовательного процесса лежат цели обучения, то есть тот результат, к достижению которого нужно стремиться.
DOI: 10.5281/zenodo.18599894
title: ИССЛЕДОВАНИЕ ЭФФЕКТИВНОСТИ МОДЕЛИ АКТИВНОГО ОБУЧЕНИЯ ФРАНЦУЗСКОМУ ЯЗЫКУ С ИНТЕГРАЦИЕЙ МУЛЬТИМЕДИА ТЕХНОЛОГИЙ

description:  Главной задачей образования всегда была и остается передача новым поколениям накопленного обществом опыта. Вопрос «чему и как учить подрастающее поколение?» был и остается ключевым не только в методике обучения иностранным языкам, но и в дидактике вообще. Таким образом, в основе организации любого образовательного процесса лежат цели обучения, то есть тот результат, к достижению которого нужно стремиться.
DOI: 10.15468/dl.e9h56t
title: Occurrence Download

description: A dataset containing 1499671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corvus splendens",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 1499671 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006034-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahn36j
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.21754 41.96807,2.12726 41.8136,2.29952 41.55727,2.77067 41.74511,2.54443 42.04072,2.21754 41.96807))",
 "TaxonKey is Hylotelephium telephium"
 ]
}

 The dataset includes 139 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006089-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/00zk-yj28
title: Norwegian Newspaper Coverage of Climate Change or Global Warming, 2004-2026

description: The Media and Climate Change Observatory Data monitors 74 sources (across newspapers, radio and TV) in 38 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://sciencepolicy.colorado.edu/icecaps/research/media_coverage/index.html. These data include Excel (.xlsx), CSV (.csv), and plain-text README files (.txt).
DOI: 10.5281/zenodo.17931112
title: Battery Imaging Library: Synchrotron X-ray micro-CT cylindrical Samsung 18650 NCA Li-ion battery Pristine (middle) (raw data)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source - cylindrical Samsung 18650 NCA Li-ion battery Pristine (middle)

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17931111
title: Battery Imaging Library: Synchrotron X-ray micro-CT cylindrical Samsung 18650 NCA Li-ion battery Pristine (middle) (raw data)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source - cylindrical Samsung 18650 NCA Li-ion battery Pristine (middle)

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.18538218
title: EXTENDEND GENDER BIAS IN GENERATIVE AI-ASSISTED RECRUITMENT PROCESSES

description: Dataset description

This repository contains the spreadsheets supporting the empirical analysis presented in the paper “Extended Gender Bias in Generative AI-Assisted Recruitment Processes”.The files document the full analytical pipeline of the study, including raw model outputs, qualitative coding, descriptive statistics, and inferential analyses, ensuring transparency and replicability.

The dataset is organised around the two experimental phases described in the paper.

Candidate-driven experiment

This part of the dataset reports the results of the interaction between the generative AI model and 24 synthetic job-seeker profiles (12 female and 12 male), each prompted three times (72 observations).





Table 1Raw dataset containing all model outputs for the candidate-driven experiment. Variables include candidate gender, age, professional macro-area, seniority level, suggested job title and generated descriptive adjectives.




Analysis table 1Intermediate analysis sheet used for open coding and categorisation. Job titles and adjectives are normalised and grouped into homogeneous semantic and occupational classes. Frequency counts by gender are reported.


Results table 1Statistical analysis supporting RQ1.1 and RQ1.2, including observed and expected frequencies and χ² tests of independence assessing the impact of gender on job suggestions and descriptive adjectives.



Descriptive table 1Description overview of the variables, categories and elements included in the main Table 1.



Employer-driven experiment

This part of the dataset is based on 114 real job advertisements collected from LinkedIn, used as prompts to generate textual and visual representations of ideal candidates.





Table 2Raw dataset containing, for each job advertisement, the job title, seniority level, AI-assigned gender, textual adjectives describing the ideal candidate and visual descriptors (posture, facial expression, clothing style), as well as the manual annotation of smiling presence.


Analysis and Results table 2 textMain analytical sheet for the employer-driven experiment, reporting frequency tables and χ² tests evaluating the overall gender distribution, the association between gender job titles and adjectives. 

Normalized Results table 2 textNormalised percentage distributions used to produce the comparative charts included in the paper for the overall gender distribution, job titles and adjectives.



Analysis and Results table 2 visualMain analytical sheet for the employer-driven experiment, reporting frequency tables and χ² tests evaluating the association between gender and posture, facial expression, smiling presence and clothing style descriptors.




Normalized Results table 2 visualNormalised percentage distributions used to produce the comparative charts included in the paper for posture, facial expression, smiling presence and clothing style descriptors.




Descriptive table 2Descriptive distributions of AI-assigned gender and associated textual and visual traits.
DOI: 10.5281/zenodo.18599909
title: BO'LAJAK PEDAGOGLARNING KASBIY ADAPTATSIYASINI TA'MINLASHDA TASHKILIY-PEDAGOGIK YONDASHUVLARNI TAKOMILLASHTIRISH METODIKASI

description: Ushbu maqolada bo‘lajak o‘qituvchilarning kasbiy muhitga moslashuvini ta’minlashning tashkiliy-pedagogik asoslarini takomillashtirish metodikasi yoritib berilgan. Tadqiqot davomida kasbiy adaptatsiyaning nazariy jihatlari, uni amalga oshirishga xizmat qiluvchi tashkiliy-pedagogik sharoitlar, metodik yondashuvlar hamda zamonaviy pedagogik texnologiyalarning ahamiyati tahlil etildi. Shuningdek, bo‘lajak pedagoglarning kasbiy tayyorgarligini kuchaytirish va ularni pedagogik faoliyatga samarali integratsiyalashga xizmat qiluvchi model ishlab chiqildi. Tadqiqot natijalari taklif etilgan metodikaning amaliy samaradorligini tasdiqlaydi.
DOI: 10.15468/dl.98a766
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is ESP.8_1",
 "TaxonKey is Taraxacum obovatum"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006092-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18599908
title: BO'LAJAK PEDAGOGLARNING KASBIY ADAPTATSIYASINI TA'MINLASHDA TASHKILIY-PEDAGOGIK YONDASHUVLARNI TAKOMILLASHTIRISH METODIKASI

description: Ushbu maqolada bo‘lajak o‘qituvchilarning kasbiy muhitga moslashuvini ta’minlashning tashkiliy-pedagogik asoslarini takomillashtirish metodikasi yoritib berilgan. Tadqiqot davomida kasbiy adaptatsiyaning nazariy jihatlari, uni amalga oshirishga xizmat qiluvchi tashkiliy-pedagogik sharoitlar, metodik yondashuvlar hamda zamonaviy pedagogik texnologiyalarning ahamiyati tahlil etildi. Shuningdek, bo‘lajak pedagoglarning kasbiy tayyorgarligini kuchaytirish va ularni pedagogik faoliyatga samarali integratsiyalashga xizmat qiluvchi model ishlab chiqildi. Tadqiqot natijalari taklif etilgan metodikaning amaliy samaradorligini tasdiqlaydi.
DOI: 10.15468/dl.6dykbr
title: Occurrence Download

description: A dataset containing 40381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is one of (INSDC Sequences, Protected and Invasive Species Records Collected Through Environment Agency Survey 1995 - 2021, Loch Lomond NNR - Beaver Field Sign Survey and Sightings Data - 2023-2024, Mammal Mapper App Sighting Records, National Mammal Atlas Project, online recording, Survey of distribution of beavers in Tayside in 2012, Scottish Beaver Trial observations, Knapdale, 2009-2014, Survey of the Tayside Area Beaver Population, 2020-2021, Tayside Beaver Survey 2017-18)",
 "TaxonKey is Castor fiber",
 "Year 1980-2026"
 ]
}

 The dataset includes 40381 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006091-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/00zk-yj28.82
title: Norwegian Newspaper Coverage of Climate Change or Global Warming, 2000-2026 - January 2026

description: The Media and Climate Change Observatory Data monitors 131 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.15468/dl.a2hc4d
title: Occurrence Download

description: A dataset containing 22214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-77.32274 43.28824,-76.98819 38.83474,-71.85858 37.78475,-66.28291 39.69807,-68.40166 43.69274,-76.09609 44.73178,-77.32274 43.28824))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plethodon cinereus"
 ]
}

 The dataset includes 22214 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006093-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17931028
title: Battery Imaging Library: Synchrotron X-ray micro-CT cylindrical Samsung 18650 NCA Li-ion battery Pristine (top) (raw data)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source - cylindrical Samsung 18650 NCA Li-ion battery Pristine (top)

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17931027
title: Battery Imaging Library: Synchrotron X-ray micro-CT cylindrical Samsung 18650 NCA Li-ion battery Pristine (top) (raw data)

description: This entry contains the raw data for X-ray micro-CT at beamline I12 at Diamond Light Source - cylindrical Samsung 18650 NCA Li-ion battery Pristine (top)

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.18599186
title: SuperDARN data in netCDF format (2018-Dec)

description: 2018-Dec SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.6091931
title: SuperDARN data in netCDF format (2018-Dec)

description: 2018-Dec SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'