cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.suzct8
title: Occurrence Download

description: A dataset containing 678 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum dasyanthum"
 ]
}

 The dataset includes 678 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038677-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mxv5f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038678-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbkdzn
title: Occurrence Download

description: A dataset containing 16250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Valeriana tuberosa"
 ]
}

 The dataset includes 16250 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038675-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8596hk
title: Occurrence Download

description: A dataset containing 21015 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilea microphylla"
 ]
}

 The dataset includes 21015 records from 454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038676-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghcxys
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registro de anuros presentes en parcelas distribuidas en el páramo del Parque Nacional Natural Chingaza, Colombia"
 ]
}

 The dataset includes 118 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002714-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrpyj6
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Snakes of the Western Kazakhstan and surrounding areas"
 ]
}

 The dataset includes 373 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002713-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3ctay
title: Occurrence Download

description: A dataset containing 375826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eriophorum angustifolium Honck."
 ]
}

 The dataset includes 375826 records from 990 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002696-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/hlj-q98-vty
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xyf-qa1-l5l
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/36l-c56-y6n
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/djb-9q3-w7d
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6t-8l2-w5s
title: †Naiadites Dawson, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.14560067
title: Artificial Intelligence and Educational Quality in Higher Education: A Systematic Review

description: This study examines the impact of artificial intelligence (AI) on educational quality in higher education. The objective was to evaluate how AI optimizes teaching-learning processes and to identify challenges and opportunities for its implementation. A systematic review was conducted using the PRISMA protocol, selecting 22 documents from databases such as Scopus, Web of Science, EBSCO, and ProQuest (2002–2024). Results indicate that AI enhances education through personalized learning, administrative automation, and automated assessment. However, challenges like technological infrastructure needs, data privacy concerns, and resistance to change remain. AI’s transformative potential depends on strategic implementation that considers ethical and social factors.
DOI: 10.3535/63d-2sj-epe
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dl7-1qq-x7e
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.13376930
title: Artificial Intelligence and Educational Quality in Higher Education: A Systematic Review

description: This study examines the impact of artificial intelligence (AI) on educational quality in higher education. The objective was to evaluate how AI optimizes teaching-learning processes and to identify challenges and opportunities for its implementation. A systematic review was conducted using the PRISMA protocol, selecting 22 documents from databases such as Scopus, Web of Science, EBSCO, and ProQuest (2002–2024). Results indicate that AI enhances education through personalized learning, administrative automation, and automated assessment. However, challenges like technological infrastructure needs, data privacy concerns, and resistance to change remain. AI’s transformative potential depends on strategic implementation that considers ethical and social factors.
DOI: 10.3535/fcs-d2k-c1p
title: Cystopteris Bernh.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17613/5c79e-k6r59
title: just a test

description: just testing
DOI: 10.17613/f2yer-1q219
title: just a test

description: just testing
DOI: 10.3535/hk0-n9x-ppy
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xvg-9vh-qlf
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cje-5a5-dxt
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h7c-c8r-drt
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4nf-mrl-td2
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7r3-hqq-008
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x5v-ahc-1cd
title: †Discocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2tb-lkh-dvv
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zp1-rev-xpy
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2rr-5p5-904
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/txs-7ws-1cv
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bb3-kjh-g04
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kmm-w1v-449
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8de-7ym-8xs
title: Platanus L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nw8-sme-v09
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/db7-brh-p28
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xdw-en7-yjr
title: Voacanga Thouars

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0eb-rby-mcy
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v3z-8zl-seq
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qcd-vy1-kba
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9x3-2xj-009
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b5z-g6w-jxq
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dvc-0c2-pvt
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k6n-gzg-kkr
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qxq-ccm-cdk
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zp0-p72-skl
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/npk-3e1-ggj
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/65c-hl3-vn4
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mrc-9e7-8sh
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/42h-5fy-d09
title: †Naiadites Dawson, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g1w-qmk-wxk
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ez-60p-t3m
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngh-3bq-hfl
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0bk-t6k-8a4
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvg-r40-h93
title: †Curvirimula belgica (Hind, 1912)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18165547
title: WhatsApp Vaccine Discourse (WhaVax): An Expert-Annotated Dataset and Benchmark for Health Misinformation Detection

description: A new expert-annotated dataset of vaccine-related WhatsApp messages collected from large Brazilian public groups across multiple pandemic years. The dataset is built through careful keyword filtering, semantic deduplication, and a multi-stage annotation protocol with medical specialists, resulting in a reliable gold-standard corpus with substantial agreement.

Files:

WhaVax_dataset.csv: Annotated WhatsApp vaccine misinformation dataset in csv context_llm_training.py: Evaluation of large language models via In-Context Learningslm_models_training.py: Training and evaluation of small language modelsclassic_models_training.py: Training of classical machine learning classifiersgeneral_analysis.ipynb: Exploratory data analysis and annotation statisticsgeneral_plots.ipynb: Visualization of dataset characteristics and results

WhaVax_dataset.csv columns:

Message: Message textgroup: Data related to the group in which the message was sentsender: ID of the person who sent the messageav1_desinfo, av2_desinfo, av3_desinfo, av4_desinfo: Labeling of each of the annotatorsis_quote: Whether this message is a reply to another messageddd_code: Area code of the person who sent the messagecountry_code: Country code of the person who sent the messagedate: Date and time the message was sentmessage_id: Message IDforwarded: Message forwarding level
DOI: 10.5281/zenodo.18258341
title: Crocosmia x crocosmiiflora (Lemoine ex Burb. & Dean) N.E.Br. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18258340
title: Crocosmia x crocosmiiflora (Lemoine ex Burb. & Dean) N.E.Br. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.17026/ss/pyuk3m
title: Lerusse & van der Voet 2025 Governance
title: Situated Attention in Political Decision‐Making: A Theoretical Framework and Experimental Test of Politicians' Prioritization of Societal Challenges Across Policy Domains

description: This is a file containing data and code for the article "Lerusse, A.V. & Van der Voet, J. (2025). Situated Attention in Political Decision‐Making: A Theoretical Framework and Experimental Test of Politicians' Prioritization of Societal Challenges Across Policy Domains. Governance.
DOI: 10.7288/v4/magic/20570
title: Searching for the age of the upper Vindhyan basin, India: A view from paleomagnetism and geochronology (Dataset)

description: Paleomagnetic, rock magnetic, or geomagnetic data found in the MagIC data repository from a paper titled: Searching for the age of the upper Vindhyan basin, India: A view from paleomagnetism and geochronology
DOI: 10.5281/zenodo.18243204
title: Data for "Soaring, aerodynamics and complex flows in thermals" Reinforcement Learning Autopilot
DOI: 10.5281/zenodo.18243205
title: Data for "Soaring, aerodynamics and complex flows in thermals" Reinforcement Learning Autopilot
DOI: 10.15468/dl.296rje
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoboa nigra (Duméril, Bibron & Duméril, 1854)"
 ]
}

 The dataset includes 365 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000274-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18258346
title: Crotalaria L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18258347
title: Crotalaria L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18258356
title: Crotalaria incana L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18258357
title: Crotalaria incana L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.ptdhts
title: Occurrence Download

description: A dataset containing 1575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Anguilla anguilla"
 ]
}

 The dataset includes 1575 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012111-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d3777
title: Dataset for thesis "Listening Hard: New Tools for Monitoring Effort in Listening to Speech in Noise"

description: This is the data collected for the main experiment in the thesis "Listening Hard: New Tools for Monitoring Effort in Listening to Speech in Noise".
DOI: 10.15468/dl.7d4ub6
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Oxytropis platysema"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012113-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3ne7z
title: Occurrence Download

description: A dataset containing 3416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sitta europaea"
 ]
}

 The dataset includes 3416 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012110-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25828/m0mr-0t48
title: Domestic Tourism Survey 2024
DOI: 10.17026/ss/2t8zw5
title: Replication Data for: Towards an early warning system for pandemics: The case of COVID-19 in Ghana

description: The COVID-19 pandemic is one of the greatest health challenges humanity has faced in the 21st century. Ghana recorded its first cases on 12 March 2020 and has since implemented several response activities. The incidences and mortalities and their impact on the limited resources require a system to prompt health professionals for early response. Spatio-temporal statistical modelling is essential to understand these dynamics, but it is still lacking implementation in developing countries, especially Ghana. This dataset collection provides district-level data describing the epidemiological progression of COVID-19, associated demographic characteristics, and climatic variables across Ghana between March 2020 and February 2022. The datasets were used in multiple peer-reviewed studies examining spatiotemporal dynamics, climatic influences, and epidemiological modeling of COVID-19 trends in Ghana
DOI: 10.15468/dl.kxt3pe
title: Occurrence Download

description: A dataset containing 1769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bombycilla garrulus"
 ]
}

 The dataset includes 1769 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012114-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gyyhr
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ludwigia octovalis"
 ]
}

 The dataset includes 212 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012115-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17435190
title: Aluminum junctions with well-transmitted channels: a platform for higher-harmonic Josephson elements

description: Data and analysis code to support findings in "Aluminum junctions with well-transmitted channels: a platform for higher-harmonic Josephson elements" Phys. Rev. Applied 24, 064065 (2025).

Use the Jupyter notebook pinJJ.ipynb to inspect the data and reproduce the figures.

The python package fitmar.py is used to numerically fit some data. It is included here for archiving purposes and to simplify running the notebook.
DOI: 10.5281/zenodo.17435191
title: Aluminum junctions with well-transmitted channels: a platform for higher-harmonic Josephson elements

description: Data and analysis code to support findings in "Aluminum junctions with well-transmitted channels: a platform for higher-harmonic Josephson elements" Phys. Rev. Applied 24, 064065 (2025).

Use the Jupyter notebook pinJJ.ipynb to inspect the data and reproduce the figures.

The python package fitmar.py is used to numerically fit some data. It is included here for archiving purposes and to simplify running the notebook.
DOI: 10.15468/dl.ujwsy2
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eurya pentagyna"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012116-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18258378
title: Crotalaria micans Link. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18258379
title: Crotalaria micans Link. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45