cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18713272
title: Dataset for "Prompts Blend Requirements and Solutions: From Intent to Implementation"

description: This dataset contains prompts that were used to validate the "Prompt Triange" which structures prompts into Functionality and Quality, General Solution, and Specific Solution. It contains of two files:



prompts.xlsx: Small set of prompts from sources on the web that were manually classified.

example-prompts.xlsx: Set of 120 prompts randomly extracted from the DevGPT dataset (files 20230803_095317_commit_sharings.jsonand 20231012_233628_pr_sharings.json) and classified by Claude Sonnet 4.5.
DOI: 10.5281/zenodo.18713271
title: Dataset for "Prompts Blend Requirements and Solutions: From Intent to Implementation"

description: This dataset contains prompts that were used to validate the "Prompt Triange" which structures prompts into Functionality and Quality, General Solution, and Specific Solution. It contains of two files:



prompts.xlsx: Small set of prompts from sources on the web that were manually classified.

example-prompts.xlsx: Set of 120 prompts randomly extracted from the DevGPT dataset (files 20230803_095317_commit_sharings.jsonand 20231012_233628_pr_sharings.json) and classified by Claude Sonnet 4.5.
DOI: 10.15468/3v9dw2
title: Global distribution of Manta and Mobula rays - A citizen science project based upon a survey of divers

description: A 'local knowledge' citizen science project based upon a survey of divers.
Given that mobulids attract recreational divers and the value of diver-derived data for describing broad trends in coastal biodiversity, we developed a focused online survey to gather information on the spatial and temporal trends and human use patterns of mobulids worldwide. The ‘eManta Survey’ was designed to collect the observations of experienced divers at a 10-degree latitude by 10-degree longitude cell resolution on a global scale.
DOI: 10.15468/dl.qzaghf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is IndOBIS, Indian Ocean Node of OBIS",
 "TaxonKey is Paracaudina"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032035-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25bv6k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guajirolus rondoni",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032036-260208012135463/datasets/export for details.
DOI: 10.5286/isis.e.rb2520456-1
title: The stereochemical activity of Lead and Boron Anomaly in the structure of binary PbO-BO1.5 glass.

description: Lead borate are topologically complex consisting of coexisting BO n (n = 3, 4) and PbO n (n = 4–6) units. The borate network chages significantly with the addition of modifiers like alkali oxides or PbO, influencing the balance between [BO₃] and [BO₄]⁻units and introducing non-bridging oxygens. Pb²⁺ plays a dual role—acting as a modifier at low concentrations and a network former at higher levels, where its stereochemically active lone pair contributes to structural distortion. The mutual influence between borate and lead oxide units is not fully understood, making structural studies essential. This work employs neutron scattering to investigate these interactions at the atomic scale.
DOI: 10.5286/isis.e.rb2520456
title: The stereochemical activity of Lead and Boron Anomaly in the structure of binary PbO-BO1.5 glass.

description: Lead borate are topologically complex consisting of coexisting BO n (n = 3, 4) and PbO n (n = 4–6) units. The borate network chages significantly with the addition of modifiers like alkali oxides or PbO, influencing the balance between [BO₃] and [BO₄]⁻units and introducing non-bridging oxygens. Pb²⁺ plays a dual role—acting as a modifier at low concentrations and a network former at higher levels, where its stereochemically active lone pair contributes to structural distortion. The mutual influence between borate and lead oxide units is not fully understood, making structural studies essential. This work employs neutron scattering to investigate these interactions at the atomic scale.
DOI: 10.5286/isis.e.rb2610589-1
title: Understanding the dynamics of Beta-lactam antibiotic resistance using neutrons

description: The most important mechanism of resistance to the clinically vital beta-lactam antibiotics involves their degradation by beta-lactamase catalysed hydrolysis. Beta-Lactamase inhibitors (BLI) have been developed and studied in detail by crystallography. There is however a poor understanding of how BLIs affect the dynamics of beta-lactamases, including mutants that are resistant to BLIs, but which do not have a clear effect on classical kinetics. We propose to address this knowledge gap by collaborative work employing neutron scattering studies on already available beta-lactamases and mechanistically different types of established and new BLIs.
DOI: 10.5286/isis.e.rb2610589
title: Understanding the dynamics of Beta-lactam antibiotic resistance using neutrons

description: The most important mechanism of resistance to the clinically vital beta-lactam antibiotics involves their degradation by beta-lactamase catalysed hydrolysis. Beta-Lactamase inhibitors (BLI) have been developed and studied in detail by crystallography. There is however a poor understanding of how BLIs affect the dynamics of beta-lactamases, including mutants that are resistant to BLIs, but which do not have a clear effect on classical kinetics. We propose to address this knowledge gap by collaborative work employing neutron scattering studies on already available beta-lactamases and mechanistically different types of established and new BLIs.
DOI: 10.5517/ccdc.csd.cc2kxm04
title: CCDC 2380986: Experimental Crystal Structure Determination

description: Related Article: Jan-Willem Lamberink-Ilupeju, Sean E. Liboiron, Gabrielle A. Tellier, Paul D. Boyle, James J. Noël, Joe B. Gilroy, Paul J. Ragogna, Johanna M. Blacquiere|2025|Journal of Polymer Sci.|63|2140|doi:10.1002/pol.20240836
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kxm15
title: CCDC 2380987: Experimental Crystal Structure Determination

description: Related Article: Jan-Willem Lamberink-Ilupeju, Sean E. Liboiron, Gabrielle A. Tellier, Paul D. Boyle, James J. Noël, Joe B. Gilroy, Paul J. Ragogna, Johanna M. Blacquiere|2025|Journal of Polymer Sci.|63|2140|doi:10.1002/pol.20240836
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kxm26
title: CCDC 2380988: Experimental Crystal Structure Determination

description: Related Article: Jan-Willem Lamberink-Ilupeju, Sean E. Liboiron, Gabrielle A. Tellier, Paul D. Boyle, James J. Noël, Joe B. Gilroy, Paul J. Ragogna, Johanna M. Blacquiere|2025|Journal of Polymer Sci.|63|2140|doi:10.1002/pol.20240836
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/phlkto
title: PollardBase

description: PollardBase is a data entry and management system for butterfly monitoring programs that follow protocols similar to those described by Ernie Pollard and have become known in the butterfly world as “Pollard Walks”. All these programs use trained volunteers who walk set routes multiple times during each season and over several years. Butterfly monitoring data published by PollardBase collaborators includes the following collaborator’s datasets: 

 PollardBase - Cascades Butterfly Project; 
 PollardBase - Colorado Butterfly Monitoring Network; 
 PollardBase - Illinois Butterfly Monitoring Network; 
 PollardBase - Iowa Butterfly Survey Network; 
 PollardBase - Michigan Butterfly network; 
 PollardBase - Missouri Botanical Garden; 
 PollardBase - Orange County Butterfly Monitoring Network; 
 PollardBase - Tennessee Butterfly Monitoring Network.
DOI: 10.48331/scielodata.ctxpmy/f20mrg
title: Sítio do câncer e classificação do IMC por grupos e valores numéricos.tab

description: Tabela contando o IMC divididos por valores numéricos e classificação e os tipos/sítio anatômico das neoplasias malignas.
DOI: 10.48331/scielodata.ctxpmy/triyyn
title: Dados gerais-1.tab

description: Tabela contando todas as variáveis analisadas na pesquisa.
DOI: 10.48331/scielodata.ctxpmy/61vu1l
title: Readme.txt

description: Informações gerais
DOI: 10.48331/scielodata.ctxpmy
title: Dados de replicação para: Avaliação entre o Índice de Massa Corporal e as neoplasias malignas mais prevalentes em um Hospital Filantrópico de Vitória, Brasil

description: Esse conjunto de dados visam avaliar a relação entre o Índice de Massa Corporal (IMC) e as neoplasias malignas em um Hospital Filantrópico de Vitória, Brasil, por meio de um estudo transversal, realizado com 1.325 pacientes diagnosticados com câncer entre 2021 e 2023. O IMC foi categorizado em eutrófico, sobrepeso e obesidade. Realizou-se análise descritiva, Teste do χ2 de Pearson e Regressão de Poisson com variância robusta para análises univariada e multivariada. Os dados analisados encontram-se disponíveis nos arquivos em Microsoft Excel versão 2016. Os dados utilizados para a finalidade do estudo contém informações sensíveis de pacientes com câncer atendidos no Hospital, onde foi realizada a coleta de dados. Devido à normas éticas, conforme a Lei Geral de Proteção de Dados (LGPD 13.709/2018) e resoluções do Conselho Nacional de Saúde (CNS 466/12 e 510/16), qualquer detalhe que possa identificar os pacientes foi omitido e desse modo, a proteção de dados, a privacidade e a segurança foram asseguradas.
DOI: 10.15468/dl.hk63b6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harpagobaetis brigada",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032038-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/reb6hz
title: 2025_Citizen_Participation_Observation_information_NSMK_AM_204

description: These records are provided by the National Science Museum of Korea through the National Natural History Research Information System.
The dataset contains curated biodiversity occurrence records generated through a citizen-participatory monitoring project, in which citizen participants contribute biodiversity observations from their local regions.
Citizen-contributed observation records were subsequently taxonomically identified and validated under institutional data curation workflows.
DOI: 10.5281/zenodo.18711630
title: Tunisian OCT Dataset for Multi-Disease Retinal Classification

description: The Retinal-OCT-Clinical-Dataset is a curated collection of clinically acquired retinal Optical Coherence Tomography (OCT) images, developed to support research in automated retinal disease analysis and to serve as a benchmark for deep learning-based classification models.

The dataset includes four diagnostic categories:• Age-related Macular Degeneration (AMD)• Diabetic Macular Edema (DME)• Rhegmatogenous Retinal Detachment (RRD)• Normal (healthy) cases

All images were collected in a clinical setting and annotated by experienced retinal specialists to ensure high diagnostic reliability. The dataset reflects real-world clinical distribution and imaging variability. Importantly, it represents one of the larger OCT datasets focusing on AMD, DME, and RRD from a North African population, contributing to improved demographic diversity in retinal imaging research.

Access Policy: To comply with ethical regulations and patient privacy requirements, the dataset is distributed under controlled access. Researchers may request access for non-commercial scientific purposes under a Data Use Agreement.

Potential applications include:• Training and validation of deep learning models for multi-class retinal disease classification• Benchmarking algorithmic performance across heterogeneous retinal pathologies• Development of segmentation, transfer learning, semi-supervised learning, and self-supervised learning approaches
DOI: 10.15468/dl.cg6n3u
title: Occurrence Download

description: A dataset containing 60304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Continent is North America",
 "Country is United States of America",
 "Geometry POLYGON((-90.24209 35.40021,-89.65229 35.40021,-89.65229 35.74338,-90.24209 35.74338,-90.24209 35.40021))",
 "OccurrenceStatus is Present",
 "Year 2006-2026"
 ]
}

 The dataset includes 60304 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031989-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/h45cjb
title: Bibliographie mycologique Hauts-de-France-Floralire

description: Données mycologiques extraites de "Floralire" (bulletin édité par l'Association des Botanistes et Mycologues Amateurs de la Région de Senlis, Senlis), saisies 2021
DOI: 10.15468/dl.3anfak
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silene catesbaei"
 ]
}

 The dataset includes 71 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032039-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48573/ejp7-xm75
title: Vox 137 - Abstimmung 13.06.2021
DOI: 10.48573/x1mc-vy06
title: Vox 137 - Abstimmung 13.06.2021
DOI: 10.15468/dl.zvhhfq
title: Occurrence Download

description: A dataset containing 60174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sardinella brasiliensis"
 ]
}

 The dataset includes 60174 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031993-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2026.02.20-1
title: NOMAD dataset: CGT_1
DOI: 10.15468/hp5jau
title: 2017 Onwards Rare Invertebrates in the Cairngorms Shining Guest Ant Survey Data

description: This dataset contains shining guest ant records gathered as part of the Rare Invertebrates in the Cairngorms Project. The Rare Invertebrates in the Cairngorms (RIC) project will work to improve the conservation fortunes of some of the Cairngorm National Parkís (CNPA) rarest species by recruiting local volunteers to help survey for them, as well as offering advice to landowners on how best to manage habitats for their needs. RIC is a partnership project involving RSPB Scotland, the Cairngorms National Park Authority (CNPA), Buglife Scotland, Butterfly Conservation Scotland and NatureScot.
DOI: 10.15468/dl.pbfjpg
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Naemorhedus goral"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032042-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgpgf9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydromastodon sallesi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032041-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/jgy26a
title: 2025_Citizen_Participation_Observation_information_NSMK_MM_345

description: These records are provided by the National Science Museum of Korea through the National Natural History Research Information System.
The dataset contains curated biodiversity occurrence records generated through a citizen-participatory monitoring project, in which citizen participants contribute biodiversity observations from their local regions.
Citizen-contributed observation records were subsequently taxonomically identified and validated under institutional data curation workflows.
DOI: 10.48573/9b1h-hc48
title: Vox 136 - Abstimmung 07.03.2021
DOI: 10.48573/gtx4-6c32
title: Vox 136 - Abstimmung 07.03.2021
DOI: 10.15468/dl.fkvgtm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptohyphes populus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032046-260208012135463/datasets/export for details.
DOI: 10.11583/dtu.29557952
title: Data for "Multi-spectral optoacoustic microscopy driven by gas-filled hollow-core fiber laser pulses"

description: This is the dataset generated for the manuscript "Multi-spectral optoacoustic microscopy driven by gas-filled hollow-core fiber laser pulses". The dataset include the fiber loss and the characterization of the laser as excitation source as well as the characterization of the optoacoustic microscope. Furthermore, the data generated during the various bioimaging of hair, gelatin patch and pig tissue samples are also included.
DOI: 10.11583/dtu.29557952.v1
title: Data for "Multi-spectral optoacoustic microscopy driven by gas-filled hollow-core fiber laser pulses"

description: This is the dataset generated for the manuscript "Multi-spectral optoacoustic microscopy driven by gas-filled hollow-core fiber laser pulses". The dataset include the fiber loss and the characterization of the laser as excitation source as well as the characterization of the optoacoustic microscope. Furthermore, the data generated during the various bioimaging of hair, gelatin patch and pig tissue samples are also included.
DOI: 10.15468/w95cxa
title: Atomariine Beetle (Coleoptera) records for Britain and Ireland to 1992

description: Atomariinae beetle data from the UK and Ireland. The data was collected by volunteers as part of the Atomariinae and Ptiliidae Recording Scheme. Recording cards were sent to BRC by the scheme organiser where they were converted to electronic format. The data is from the 1993 Atlas summarising information on the occurrence in Britain and Ireland of Atomariinae beetles in the genera &lt;i&gt; Caenoscelis, Atomaria, Ootypus&lt;/i&gt; and &lt;i&gt;Ephistemus.&lt;/i&gt;
DOI: 10.20387/bonares-4a86-cq24
title: Subsoil amelioration strategies determine crop water use

description: This dataset is on the soil nutrients and d18O isotopic ratio of the soil and plant water, as well as on the d13C and d18O isotopic ratio in different plant organs and yield for the different subsoil amelioration treatments of the Soil3 experiment in Klein-Altendorf (University of Bonn). This table contains the index of all tables forming this data collection.

Related datasets are listed in the metadata element 'Related Identifier'.
Dataset version 1.0
DOI: 10.34740/kaggle/dsv/14900099
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.48573/0dsz-e183
title: Vox 135 - Abstimmung 29.11.2020
DOI: 10.48573/r988-ek46
title: Vox 135 - Abstimmung 29.11.2020
DOI: 10.15468/56c7z4
title: Soldier Beetle and Jewel Beetle (Coleoptera; Cantharoidea and Buprestoidea) records for Britain and Ireland to 2000

description: This dataset includes records of Cantharidae (soldier beetles), Buprestidae (jewel beetles), Lampyridae (glow worms), Lycidae (net-winged beetles) and Drilidae. It originates from the &lt;a href="http://www.brc.ac.uk/scheme_details.asp?schemeChoice=5
 " target="_blank"&gt; Cantharoidea and Buprestoidea Recording Scheme
 &lt;/a&gt;
 that was started in 1984. Much of the data in this dataset was derived electronically from certain local records centres, having been collected by volunteers. Recording is still continuing although no new publications are expected at present.
DOI: 10.57755/mm4r-1q95
title: Recordings from hydrophones made in the city pond. Part 1

description: <p>Based on the attached recordings, research was conducted, the results of which are presented in the article (http://dx.doi.org/10.3390/urbansci9040129).</p>
DOI: 10.15468/dl.27r4y4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Naemorhedus griseus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032047-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18712619
title: Anketas datu kopa: sociālo zinātņu mācībspēku ģeneratīvā mākslīgā intelekta lietojuma paradumi

description: Anketas datu kopa: sociālo zinātņu studentu ģeneratīvā mākslīgā intelekta lietojuma paradumi

Datu kopa satur Latvijas Universitātes un LU Banku augstskolas sociālo zinātņu studiju programmu mācībspēku (n=38) sniegtās atbildes, anketēšana veikta 2025. gada maijā un jūnijā.

Datu kopā apkopotas atbildes uz jautājumiem par ģeneratīvā mākslīgā intelekta (ĢMI) izmantojuma motivāciju, ētiskajiem apsvērumiem, veicinošajiem faktoriem, šķērļiem, kā arī uzskatiem par to, kāda veida uzdevumos ĢMI lietojums ir pieļaujams.

Links uz aptaujas anketu 

Survey Dataset: Generative Artificial Intelligence Usage Among Social Sciences Teaching Staff in Higher Education

The data set is based on the data of the teaching staff in social sciences at the University of Latvia and BA School of Business and Finance of the University of Latvia, conducted in May - June 2025.







The dataset includes responses to questions about motivations for using generative artificial intelligence (genAI), ethical considerations, enabling factors, barriers, as well as views on what types of tasks genAI use is permissible.