cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18366462
title: Harp and Keyboard-Based Arts Intervention for Emotional Resilience in Older Adults: A Taiwan–Australia Comparative Practice Dataset (2026)

description:  

Abstract

 

This dataset represents the third installment of the Taiwan–Australia comparative series on music learning and aging. It documents harp- and keyboard-based arts intervention practices among older adults, with a specific focus on emotional resilience, sensory regulation, and sustained artistic engagement in non-clinical educational contexts.

 

Building upon prior datasets addressing cognitive engagement and emotional regulation through keyboard learning, this dataset introduces cross-instrument analysis by incorporating harp-based musical interaction. The dataset emphasizes practice-based observation rather than therapeutic diagnosis, positioning music engagement as a preventive and supportive cultural practice within aging societies.
DOI: 10.5281/zenodo.18366463
title: Harp and Keyboard-Based Arts Intervention for Emotional Resilience in Older Adults: A Taiwan–Australia Comparative Practice Dataset (2026)

description:  

Abstract

 

This dataset represents the third installment of the Taiwan–Australia comparative series on music learning and aging. It documents harp- and keyboard-based arts intervention practices among older adults, with a specific focus on emotional resilience, sensory regulation, and sustained artistic engagement in non-clinical educational contexts.

 

Building upon prior datasets addressing cognitive engagement and emotional regulation through keyboard learning, this dataset introduces cross-instrument analysis by incorporating harp-based musical interaction. The dataset emphasizes practice-based observation rather than therapeutic diagnosis, positioning music engagement as a preventive and supportive cultural practice within aging societies.
DOI: 10.15468/dl.rzrepz
title: Occurrence Download

description: A dataset containing 789 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is one of (RUS.66_1, RUS.36_1, RUS.11_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tilia cordata"
 ]
}

 The dataset includes 789 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010942-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/rhgbk
title: Gaze-guided text generation
DOI: 10.15468/dl.6fzakv
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barnadesia odorata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 132 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010943-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18368182
title: PSYCHOLOGICAL FEATURES OF DEVELOPING STUDENTS' PERSONAL AND PROFESSIONAL READINESS (ON THE EXAMPLE OF THE ACADEMIC LYCEUM OF THE MINISTRY OF INTERNAL AFFAIRS)

description: The article analyzes the psychological features of developing the personal and professional readiness of students at the Academic Lyceum of the Ministry of Internal Affairs. The research identifies the motivational, cognitive, and emotional-volitional components of personal and professional readiness and empirically substantiates their interrelationship with professional orientation and psychological stability. Based on the obtained results, psychological recommendations for effectively organizing students' professional development have been developed.
DOI: 10.5281/zenodo.18368181
title: PSYCHOLOGICAL FEATURES OF DEVELOPING STUDENTS' PERSONAL AND PROFESSIONAL READINESS (ON THE EXAMPLE OF THE ACADEMIC LYCEUM OF THE MINISTRY OF INTERNAL AFFAIRS)

description: The article analyzes the psychological features of developing the personal and professional readiness of students at the Academic Lyceum of the Ministry of Internal Affairs. The research identifies the motivational, cognitive, and emotional-volitional components of personal and professional readiness and empirically substantiates their interrelationship with professional orientation and psychological stability. Based on the obtained results, psychological recommendations for effectively organizing students' professional development have been developed.
DOI: 10.5281/zenodo.17141230
title: Characterising the diversity and distribution of tropical coastal blue carbon using environmental DNA

description: Demultiplexing information and custom Kraken 2 classification database
DOI: 10.5281/zenodo.17141229
title: Characterising the diversity and distribution of tropical coastal blue carbon using environmental DNA

description: Demultiplexing information and custom Kraken 2 classification database
DOI: 10.15468/dl.92zdku
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chuquiraga jussieui",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 455 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010944-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10477754
title: 2026 GMAP Winter School - Moon basemap data sources (for QGIS tutorial - mappy)

description: Impact cratering is the most common process on the Moon. The provided data set displays Copernicus crater, which is approximately 800 million years old and has a diameter of approximately 93 kilometers. This data set can be used to practice geologic mapping and measure crater size-frequency distribution (CSFD) in the open-source QGIS program.
DOI: 10.5281/zenodo.18368169
title: 2026 GMAP Winter School - Moon basemap data sources (for QGIS tutorial - mappy)

description: Impact cratering is the most common process on the Moon. The provided data set displays Copernicus crater, which is approximately 800 million years old and has a diameter of approximately 93 kilometers. This data set can be used to practice geologic mapping and measure crater size-frequency distribution (CSFD) in the open-source QGIS program.
DOI: 10.15468/dl.vcja4q
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola primuloides"
 ]
}

 The dataset includes 81 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010945-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/5ncyeo
title: Replication Data for: Economic Performance and the Type and Method of Presidential Term Limit Evasion

description: Replication dataset and code (Stata 16).
DOI: 10.5281/zenodo.16880689
title: Flatworms of Singapore: molecular phylogeny of Polycladida (Platyhelminthes: Rhabditophora) and an annotated checklist of Cotylea species

description: Supplementary Table 1: List of Singapore specimens examined in this study, with information on Zoological Reference Collection (ZRC) catalogue numbers and localities. Supplementary Table 2: List of GenBank sequences used in this study, with information on accession numbers and localities.
DOI: 10.5281/zenodo.16880688
title: Flatworms of Singapore: molecular phylogeny of Polycladida (Platyhelminthes: Rhabditophora) and an annotated checklist of Cotylea species

description: Supplementary Table 1: List of Singapore specimens examined in this study, with information on Zoological Reference Collection (ZRC) catalogue numbers and localities. Supplementary Table 2: List of GenBank sequences used in this study, with information on accession numbers and localities.
DOI: 10.25431/11380_1256823
title: Annexes_What do we learn on innovation policies from contact tracing apps? Evidence from Australia, France, Germany, Ireland, Italy, New Zealand, Russia, South Korea, Spain

description: Data source of the paper published by Economia & Lavoro
DOI: 10.15468/dl.bf653p
title: Occurrence Download

description: A dataset containing 13258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia digitata"
 ]
}

 The dataset includes 13258 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010946-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfnuy5
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chuquiraga straminea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 49 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010947-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11402911
title: Eyeing DNA barcoding for species identification of fish larvae

description: Supplementary material
DOI: 10.5281/zenodo.11402912
title: Eyeing DNA barcoding for species identification of fish larvae

description: Supplementary material
DOI: 10.5281/zenodo.10992549
title: Skimming the skaters: genome skimming improves phylogenetic resolution of Halobatinae (Hemiptera: Gerridae)

description: Datasets, codes, and results.
DOI: 10.5281/zenodo.10992548
title: Skimming the skaters: genome skimming improves phylogenetic resolution of Halobatinae (Hemiptera: Gerridae)

description: Datasets, codes, and results.
DOI: 10.5281/zenodo.18367818
title: Biodiversity production benefits in aquaculture depend on precision ecological design

description: The dataset includes 1,374 global observations from 246 experimental studies comparing growth performance (body weight and body length) between multispecies aquaculture systems and monocultures, as well as the R code used for statistical analysis.
DOI: 10.15468/dl.s4wqm4
title: Occurrence Download

description: A dataset containing 868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dasyphyllum sprengelianum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 868 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010948-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7bqe3
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is one of (RUS.66_1, RUS.36_1, RUS.11_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Alnus glutinosa"
 ]
}

 The dataset includes 270 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010949-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12538518
title: DNA barcodes are ineffective for species identification of Acropora corals from the aquarium trade

description: DNA barcode sequences
DOI: 10.5281/zenodo.12538519
title: DNA barcodes are ineffective for species identification of Acropora corals from the aquarium trade

description: DNA barcode sequences
DOI: 10.5281/zenodo.18368217
title: leptodeira_annulata_spades_01.fasta.gz
DOI: 10.5281/zenodo.18368218
title: leptodeira_annulata_spades_01.fasta.gz
DOI: 10.15468/dl.e6mg66
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Doniophyton anomalum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 141 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010954-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18368223
title: CLINICAL FEATURES OF SJOGREN'S SYNDROME ASSOCIATED WITH VASCULITIS

description: This article presents the clinical course, diagnostic findings, and treatment process of a 29-year-old female patient with primary Sjögren’s syndrome. The patient’s complaints included dry mouth and eyes, multiple dental caries, joint pain, fatigue, purpuric skin rashes, and vaginal dryness — symptoms characteristic of this autoimmune disorder. Laboratory investigations revealed elevated inflammatory markers, positive rheumatoid factor, and the presence of hemorrhagic vasculitis. Due to insufficient response to standard therapy (prednisolone and hydroxychloroquine), the patient was initiated on biological treatment with Rituximab. This article analyzes the patient’s clinical response to therapy, potential complications, and follow-up dynamics.
DOI: 10.5281/zenodo.18368224
title: CLINICAL FEATURES OF SJOGREN'S SYNDROME ASSOCIATED WITH VASCULITIS

description: This article presents the clinical course, diagnostic findings, and treatment process of a 29-year-old female patient with primary Sjögren’s syndrome. The patient’s complaints included dry mouth and eyes, multiple dental caries, joint pain, fatigue, purpuric skin rashes, and vaginal dryness — symptoms characteristic of this autoimmune disorder. Laboratory investigations revealed elevated inflammatory markers, positive rheumatoid factor, and the presence of hemorrhagic vasculitis. Due to insufficient response to standard therapy (prednisolone and hydroxychloroquine), the patient was initiated on biological treatment with Rituximab. This article analyzes the patient’s clinical response to therapy, potential complications, and follow-up dynamics.
DOI: 10.34740/kaggle/dsv/14614472
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18331210
title: CCMI-2022 post-processed model data

description: Data from the 5 models CESM2-WACCM6, SOCOLv4, CMAM, MIROC-ES2H, MIROC-CCSRNIES in netCDF format. Simulations included in full are senD2-fix, senD2-sai, senD2-chem. The data set consists of two ZIP-files per model, which contain ensemble means and all ensemble members, respectively.
DOI: 10.5281/zenodo.18331211
title: CCMI-2022 post-processed model data

description: Data from the 5 models CESM2-WACCM6, SOCOLv4, CMAM, MIROC-ES2H, MIROC-CCSRNIES in netCDF format. Simulations included in full are senD2-fix, senD2-sai, senD2-chem. The data set consists of two ZIP-files per model, which contain ensemble means and all ensemble members, respectively.
DOI: 10.6084/m9.figshare.31146103
title: Extended data for: Exploring Self-Care Interventions to Improve Glycemic Control in Type 2 Diabetes Mellitus: A Scoping Review.

description: This dataset contains Extended Data Table 3, presenting the synthesis analysis of 33 included studies for the scoping review on self-care interventions and glycaemic control in type 2 diabetes mellitus.
DOI: 10.6084/m9.figshare.31146103.v1
title: Extended data for: Exploring Self-Care Interventions to Improve Glycemic Control in Type 2 Diabetes Mellitus: A Scoping Review.

description: This dataset contains Extended Data Table 3, presenting the synthesis analysis of 33 included studies for the scoping review on self-care interventions and glycaemic control in type 2 diabetes mellitus.
DOI: 10.5281/zenodo.17568878
title: Supplementary data and code for "A new climatology of continentality based on Lagrangian air mass travel times from the ocean"

description: This repository contains the final dataset (residence_time.nc) and all supplementary code used for the analysis in the Publication: A new climatology of continentality based on Lagrangian air mass travel times from the ocean.

The code provides the full workflow, from LARA data processing to the generation of final figures.

Contents:



residence_time.nc: The primary, aggregated NetCDF dataset of gridded residence times. This is the main data file used for the analysis and figures in the publication.

calculate_travel_times.py: The main Python script used to process the source LARA trajectory data (Bakels et al., 2025) and calculate the intermediate, monthly-gridded residence/travel time fields. Due to the size of the data set, this script is designed to be run on a high-performance computing (HPC) cluster.

create_final_dataset.ipynb: A Jupyter Notebook that reads the individual monthly output files (generated by calculte_travel_times.py) and aggregates them to create the final, single residence_times.nc file.

Fig_1_2.ipynb: A Jupyter Notebook that loads the residence_time.nc data set to perform averaging over the whole time frame (1941-2024) and seasonal averaging to create Figure 1 and Figure 2 for the publication.

Fig_3.ipynb: A Juptyter Notebook that loads the residence_time.nc data set to perform averaging over specific areas to create Figure 3 for the publication.
DOI: 10.5281/zenodo.18368199
title: Supplementary data and code for "A new climatology of continentality based on Lagrangian air mass travel times from the ocean"

description: This repository contains the final dataset (residence_time.nc) and all supplementary code used for the analysis in the Publication: A new climatology of continentality based on Lagrangian air mass travel times from the ocean.

The code provides the full workflow, from LARA data processing to the generation of final figures.

Contents:



residence_time.nc: The primary, aggregated NetCDF dataset of gridded residence times. This is the main data file used for the analysis and figures in the publication.

calculate_travel_times.py: The main Python script used to process the source LARA trajectory data (Bakels et al., 2025) and calculate the intermediate, monthly-gridded residence/travel time fields. Due to the size of the data set, this script is designed to be run on a high-performance computing (HPC) cluster.

create_final_dataset.ipynb: A Jupyter Notebook that reads the individual monthly output files (generated by calculte_travel_times.py) and aggregates them to create the final, single residence_times.nc file.

Fig_1_2.ipynb: A Jupyter Notebook that loads the residence_time.nc data set to perform averaging over the whole time frame (1941-2024) and seasonal averaging to create Figure 1 and Figure 2 for the publication.

Fig_3.ipynb: A Juptyter Notebook that loads the residence_time.nc data set to perform averaging over specific areas to create Figure 3 for the publication.
DOI: 10.15468/dl.7y4tzj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Duseniella patagonica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010955-260120142942310/datasets/export for details.
DOI: 10.15468/dl.gd82a7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Huarpea andina",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010956-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubqufy
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is one of (RUS.66_1, RUS.36_1, RUS.11_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus robur"
 ]
}

 The dataset includes 323 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010957-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v3ejz
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schlechtendalia luzulifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 108 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010958-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18013104
title: TELOS Adversarial Validation Dataset

description: Validation results for TELOS AI governance framework demonstrating 100% harm prevention across 1,300 

adversarial attacks from two standardized benchmarks (MedSafetyBench, HarmBench).

Key Results:

  - 1,300 attacks validated (900 MedSafetyBench + 400 HarmBench)

  - 100% harm prevention rate (0% attack success)

  - 99.9% CI [0%, 0.28%]

  - 95.8% autonomous blocking (Tier 1)

  - p < 0.001 (highly significant)

  - Six Sigma performance: <2% human escalation

  - Three-tier governance architecture (Primacy Attractor → RAG → Human)

Files Included:

  - Complete validation datasets from MedSafetyBench (NeurIPS 2024) and HarmBench (Center for AI Safety)

  - Statistical analysis summary

  - Tier distribution data

  - ERRATA_v1.1.md (validation status clarification)

  - Per-attack forensic traces for all 1,300 attacks (v2.0.0)

Validation Status:

  This dataset demonstrates proof-of-concept validation of the TELOS governance methodology.

  The healthcare PA and RAG corpus were constructed from authoritative public domain sources (HIPAA 

  Privacy Rule, HHS guidance, peer-reviewed clinical literature) but have not been formally validated by 

  external healthcare compliance professionals or clinical researchers. Results should be interpreted as

  methodology demonstration, not certification for clinical deployment. See ERRATA_v1.1.md for details.

License:  

Apache 2.0
DOI: 10.5281/zenodo.18233912
title: Men-Women Dataset for Binary Image Classification

description: This dataset contains images used in the monograph titled Zastosowanie wybranych metod uczenia głębokiego w wizji komputerowej (Application of Selected Deep Learning Methods in Computer Vision) to build classification models. The dataset was prepared based on the original Human Images Dataset – Men and Women available on Kaggle (https://www.kaggle.com/datasets/snmahsa/human-images-dataset-men-and-women). From the original collection, 800 images belonging to each class (man, woman) were used (1,600 images in total). Example images are shown in this Figure: https://drive.google.com/file/d/1byMQyluFyCkNWVsFMbmPzpbfUW-SkZZz/view?usp=drive_link. The images were scaled while maintaining their aspect ratio so that the longer side is equal to 300 pixels. The set was randomly divided into a training part (50% of the full set), validation and test part (each accounted for 25% of the full set). As a result, the training part contains 800 files, validation part – 400 and test part – 400. The dataset can be used to build models for image classification.