cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5hps69
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cyperus iria",
 "Year 1970-2000"
 ]
}

 The dataset includes 137 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002793-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbuxcu
title: Occurrence Download

description: A dataset containing 160010 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((29.513351017232814 -27.940718137637166, 30.22390432415321 -27.940718137637166, 30.22390432415321 -27.415192482458206, 29.513351017232814 -27.415192482458206, 29.513351017232814 -27.940718137637166))"
 ]
}

 The dataset includes 160010 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002759-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18328810
title: Vicia villosa Roth. 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 16:56
DOI: 10.5281/zenodo.18328811
title: Vicia villosa Roth. 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 16:56
DOI: 10.15468/dl.ajqdkt
title: Occurrence Download

description: A dataset containing 1223866060 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Chordata [GBIF Backbone Taxonomy], Animalia [GBIF Backbone Taxonomy], Mobula mobular [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 1223866060 records from 5377 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002588-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5cc0v59n
title: MassIVE MSV000097730 - TMT-based serum proteomics in dogs with intervertebral disc herniation
title: Canine intervertebral disc herniation (IVDH) is an important musculoskeletal pathology. The aim of this study was to identify key serum molecular players in canine IVDH. Proteomic analysis of canine serum samples was performed by using a gel-free tandem mass tag (TMT)-based quantitative approach.
DOI: 10.6084/m9.figshare.28869278
title: Supplementary Material for: Patient and caregiver perspectives on the design and execution of ACT-GLOBAL, a stroke adaptive platform trial: a focus group study

description: Introduction: Adaptive platform trials represent a paradigm shift in stroke research. We examined how patient-partners perceived the design and execution of an international platform trial in acute stroke, ACT-GLOBAL (A multi-faCtorial, mulTi-arm, multi-staGe, randomised, gLOBal Adaptive pLatform trial for stroke), through a series of focus groups with process evaluation methodology. 
Methods: Participants were recruited from two comprehensive stroke centers one in Calgary, Canada and one in Sydney, Australia. Four virtual focus groups were attended by a total of 21 patient-partners and 11 clinician-researchers. One focus group had repeat attendees to review a draft consent form and patient information sheet, and one presented a video describing platform trials. Physician facilitators presented the platform trial concept followed by a facilitated discussion. Audio recordings were transcribed and combined with field notes. Exemplar quotes and themes were identified separately for each group and subsequently across groups. 
Results: Patients/caregivers perceived acute stroke-focussed adaptive platform trials such as ACT-GLOBAL as providing potentially beneficial opportunities to be randomized to multiple treatments, with efficiencies and richer data to improve patient care. Emphasis was given to the importance of gatekeeper processes for the addition of future questions posed by the platform to ensure examined questions would not interfere with routine care, and that safety decisions were ultimately made by non-conflicted parties. They appreciated that deferral of consent would be ideal to allow timely randomization/treatment within the adaptive stroke platform, and for patient safety to be prioritized in enrolment-related decisions with family input whenever feasible. The need to have trial information accessible in digestible chunks, multiple languages, and modalities, was emphasized. To facilitate engagement, transparency, trust, and two-way communication was deemed critical to the informed consent process. 
Conclusion: Patient-partners were supportive of an adaptive platform trial design. However, they expressed important priorities in their execution whilst safeguarding patient autonomy and safety. Oversight, multiple modes of delivering patient information, and having feedback evaluation and transparency with ongoing participation were identified as valued components. Deferral of consent was recognized as a pragmatic way to enrol patients. Similar considerations may apply to adaptive platform trials in other neurological/medical emergencies.
DOI: 10.17632/brb4zdt4f8
title: Ensuring Educational Inclusion for Rural Children and Students with Disabilities: A Case Study of Dire Dawa City Administration

description: Ensuring Educational Inclusion for Rural Children and Students with Disabilities: A Case Study of Dire Dawa City Administration
1. Introduction
Educational inclusion stands as a fundamental human right, recognized globally as a cornerstone for achieving equitable and sustainable development. This principle advocates for the right of every child to learn and participate fully in mainstream education, regardless of their background, abilities, or circumstances. International frameworks, such as the United Nations' Sustainable Development Goals (SDGs), specifically SDG 4, emphasize the importance of ensuring inclusive and equitable quality education for all. Similarly, national policies in Ethiopia, including the Education and Training Policy, underscore the commitment to providing education that is accessible and responsive to the diverse needs of learners. This report focuses on the critical issue of educational inclusion for two particularly vulnerable populations within the Dire Dawa City Administration: rural children and students with disabilities. These groups often face unique and compounded challenges that hinder their access to and participation in quality education, necessitating a focused examination of the existing landscape and potential avenues for improvement. By delving into the specific context of Dire Dawa, this case study aims to provide a comprehensive analysis of the current situation and propose evidence-based strategies to foster a more inclusive educational environment for all children in the region. The scope of this report encompasses an examination of the demographic and geographical characteristics of Dire Dawa, the structure and policies of its education system concerning inclusion, data on enrollment and attainment of rural children, the prevalence of disabilities and available support systems, existing inclusion initiatives, documented case studies and evaluations, common barriers faced, and potential strategies for enhancement.
DOI: 10.17632/brb4zdt4f8.1
title: Ensuring Educational Inclusion for Rural Children and Students with Disabilities: A Case Study of Dire Dawa City Administration

description: Ensuring Educational Inclusion for Rural Children and Students with Disabilities: A Case Study of Dire Dawa City Administration
1. Introduction
Educational inclusion stands as a fundamental human right, recognized globally as a cornerstone for achieving equitable and sustainable development. This principle advocates for the right of every child to learn and participate fully in mainstream education, regardless of their background, abilities, or circumstances. International frameworks, such as the United Nations' Sustainable Development Goals (SDGs), specifically SDG 4, emphasize the importance of ensuring inclusive and equitable quality education for all. Similarly, national policies in Ethiopia, including the Education and Training Policy, underscore the commitment to providing education that is accessible and responsive to the diverse needs of learners. This report focuses on the critical issue of educational inclusion for two particularly vulnerable populations within the Dire Dawa City Administration: rural children and students with disabilities. These groups often face unique and compounded challenges that hinder their access to and participation in quality education, necessitating a focused examination of the existing landscape and potential avenues for improvement. By delving into the specific context of Dire Dawa, this case study aims to provide a comprehensive analysis of the current situation and propose evidence-based strategies to foster a more inclusive educational environment for all children in the region. The scope of this report encompasses an examination of the demographic and geographical characteristics of Dire Dawa, the structure and policies of its education system concerning inclusion, data on enrollment and attainment of rural children, the prevalence of disabilities and available support systems, existing inclusion initiatives, documented case studies and evaluations, common barriers faced, and potential strategies for enhancement.
DOI: 10.17632/pnv35ynsjs.1
title: Excel-файл с результатами контент-анализа отчетов компаний, использованных в магистерской диссертации Оствальд А.В.

description: Excel-файл с результатами контент-анализа отчетов компаний, использованных в магистерской диссертации Оствальд А.В.
DOI: 10.17632/cxymstv7rz.1
title: Fluorescence EEM data from PAHs in cachaça suported on nylon membranes

description: Fluorescence EEM spectra of cachaça extracts were concentrated on nylon membranes. The information obtained from these spectra was utilized in the construction of a calibration curve, the execution of validation tests, the calculation of the limit of blank (LOB), the calculation of the limit of detection (LOD), and the optimization of the experiment.
DOI: 10.17632/xz3tmfj7tz.1
title: Real-world evaluation of bimekizumab in bio-experienced patients with moderate-to-severe hidradenitis suppurativa: A nationwide retrospective cohort study on behalf of the HS-SIDeMaST task force - Supplementary Materials

description: Supplementary material
Supplementary Material 1: Statistical methods
Supplementary Material 2 - Table 1: Data stratified according to bimekizumab dose regimen
Supplementary Material 3 - Table 2: Data stratified according to bimekizumab bio-naïve status
Supplementary Material 4 - Figure 1: A 67-year-old woman with long-standing hidradenitis suppurativa, refractory to adalimumab, was switched to bimekizumab. (A) (C) show the baseline clinical presentation prior to bimekizumab initiation, with numerous draining fistulous lesions and severe skin pain. (B) (D) demonstrate the marked clinical improvement achieved after 36 weeks of treatment, characterised by a substantial reduction in purulent discharge and an overall improvement in patient-reported quality of life scores.
DOI: 10.15468/dl.7jb8gp
title: Occurrence Download

description: A dataset containing 13213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Cameroon, Gabon, Angola, Congo, Uganda)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Amphibia, Squamata)",
 "Year 2010-2025"
 ]
}

 The dataset includes 13213 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015664-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14531114
title: Modelling ocean melt of ice mélange at Greenland's marine-terminating glaciers: datasets and code

description: Datasets and code associated with "Modelling the ocean melt of ice mélange at Greenland's marine-terminating glaciers". 

This archive contains:



code.zip: the code directory needed to recreate the numerical simulations

input_ms_q300_t0.zip: the input directory needed to create the ms_q300_t0 simulation

melange_profiles.zip: all of the mélange profiles used in the simulations:



the three mélange profiles for lambda = 0.6 (thin, standard, thick)

the four standard mélange profiles at different values of lambda (lambda = 0.2, 0.3, 0.4, 0.5)

the script used to generate the mélange profiles



output_ms_q300_t0.zip: the output of the final timestep of the ms_q300_t0 simulation

temperature_profiles.zip: the temperature profiles used in the simulations


To create the numerical simulations within MITgcm, only the "code" and "input" directories are needed. The desired temperature profile, subglacial discharge flux and mélange profile can be selected in the "gendata.m" script within the input directory. Running this gendata.m script then generates the input binary files needed to run the simulation.
DOI: 10.5281/zenodo.14531115
title: Modelling ocean melt of ice mélange at Greenland's marine-terminating glaciers: datasets and code

description: Datasets and code associated with "Modelling the ocean melt of ice mélange at Greenland's marine-terminating glaciers". 

This archive contains:



code.zip: the code directory needed to recreate the numerical simulations

input_ms_q300_t0.zip: the input directory needed to create the ms_q300_t0 simulation

melange_profiles.zip: the three mélange profiles (thin, standard, thick) used in the simulations as well as the script used to generate the mélange profiles

output_ms_q300_t0.zip: the output of the final timestep of the ms_q300_t0 simulation

temperature_profiles.zip: the temperature profiles used in the simulations


To create the numerical simulations within MITgcm, only the "code" and "input" directories are needed. The desired temperature profile, subglacial discharge flux and mélange profile can be selected in the "gendata.m" script within the input directory. Running this gendata.m script then generates the input binary files needed to run the simulation.
DOI: 10.5281/zenodo.15577774
title: Modelling ocean melt of ice mélange at Greenland's marine-terminating glaciers: datasets and code

description: Datasets and code associated with "Modelling the ocean melt of ice mélange at Greenland's marine-terminating glaciers". 

This archive contains:



code.zip: the code directory needed to recreate the numerical simulations

input_ms_q300_t0.zip: the input directory needed to create the ms_q300_t0 simulation

melange_profiles.zip: all of the mélange profiles used in the simulations:



the three mélange profiles for lambda = 0.6 (thin, standard, thick)

the four standard mélange profiles at different values of lambda (lambda = 0.2, 0.3, 0.4, 0.5)

the script used to generate the mélange profiles



output_ms_q300_t0.zip: the output of the final timestep of the ms_q300_t0 simulation

temperature_profiles.zip: the temperature profiles used in the simulations


To create the numerical simulations within MITgcm, only the "code" and "input" directories are needed. The desired temperature profile, subglacial discharge flux and mélange profile can be selected in the "gendata.m" script within the input directory. Running this gendata.m script then generates the input binary files needed to run the simulation.
DOI: 10.15468/dl.wdyp8m
title: Occurrence Download

description: A dataset containing 1254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Rana chiricahuensis Platz & Mecham, 1979)"
 ]
}

 The dataset includes 1254 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003893-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz93qn
title: Occurrence Download

description: A dataset containing 6815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nasua nasua (Linnaeus, 1766)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6815 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003891-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35egjn
title: Occurrence Download

description: A dataset containing 3814428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Mozambique, Tanzania, United Republic of)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3814428 records from 1581 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003883-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3h5dc
title: Occurrence Download

description: A dataset containing 1805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-32 18,69 18,69 82,-32 82,-32 18))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Culicoides punctatus (Meigen, 1804)"
 ]
}

 The dataset includes 1805 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007084-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycf28t
title: Occurrence Download

description: A dataset containing 96981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Crocodylus porosus Schneider, 1801"
 ]
}

 The dataset includes 96981 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012987-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4dneh
title: Occurrence Download

description: A dataset containing 2356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Calotropis procera (Aiton) W.T.Aiton"
 ]
}

 The dataset includes 2356 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012999-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q25paz
title: Occurrence Download

description: A dataset containing 28184515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphalidae",
 "Year 1980-2025"
 ]
}

 The dataset includes 28184515 records from 6817 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012988-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17390901
title: ISM experimental results (S1-S4), v1.0

description: Набір даних для статті про інтегральну метрику живучості інформаційної системи (ISM_α).Містить агреговані результати експериментів (ism_results.csv) для сценаріїв S1–S4 та графіки (fig1–fig5). Дані отримані на Python; інструкції у README_DATA.md. Код буде оприлюднено після завершення double-blind рецензування.
DOI: 10.5281/zenodo.17390902
title: ISM experimental results (S1-S4), v1.0

description: Набір даних для статті про інтегральну метрику живучості інформаційної системи (ISM_α).Містить агреговані результати експериментів (ism_results.csv) для сценаріїв S1–S4 та графіки (fig1–fig5). Дані отримані на Python; інструкції у README_DATA.md. Код буде оприлюднено після завершення double-blind рецензування.
DOI: 10.5281/zenodo.17679556
title: Ciona+Copepod_threat response_part I
DOI: 10.5281/zenodo.17679557
title: Ciona+Copepod_threat response_part I
DOI: 10.34740/kaggle/dsv/13827690
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.p4tqf7
title: Occurrence Download

description: A dataset containing 13261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmia caerulescens",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 13261 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003355-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17644579
title: Resolving the Credit-Growth Puzzle through the Dynamic Prescriptive Economics (DPE) Framework

description: The dataset and accompanying Python codes have been developed as part of the research project “From Thresholds to Trajectories: A Dynamic Prescriptive Economics (DPE) Framework for Enhancing Institutional Effectiveness in the Credit-Growth Nexus.” They capture normalized measures of institutional quality, credit-to-GDP ratios, and economic growth across a panel of 121 developing countries, enabling an in-depth analysis of the nonlinear and dynamic interactions between credit expansion and growth. The codes facilitate both visualization and empirical testing of the DPE framework, allowing for threshold-based regime analysis, scenario simulations, and policy-oriented diagnostics. By integrating dynamic trajectories rather than static thresholds, this dataset and computational framework provide a robust foundation for assessing institutional effectiveness in shaping sustainable credit-growth outcomes.
DOI: 10.5281/zenodo.17644580
title: Resolving the Credit-Growth Puzzle through the Dynamic Prescriptive Economics (DPE) Framework

description: The dataset and accompanying Python codes have been developed as part of the research project “From Thresholds to Trajectories: A Dynamic Prescriptive Economics (DPE) Framework for Enhancing Institutional Effectiveness in the Credit-Growth Nexus.” They capture normalized measures of institutional quality, credit-to-GDP ratios, and economic growth across a panel of 121 developing countries, enabling an in-depth analysis of the nonlinear and dynamic interactions between credit expansion and growth. The codes facilitate both visualization and empirical testing of the DPE framework, allowing for threshold-based regime analysis, scenario simulations, and policy-oriented diagnostics. By integrating dynamic trajectories rather than static thresholds, this dataset and computational framework provide a robust foundation for assessing institutional effectiveness in shaping sustainable credit-growth outcomes.
DOI: 10.5281/zenodo.15486731
title: SERS of Korean Traditional Organic Dye-Dyed Samples According to Aging Process
DOI: 10.5281/zenodo.15486730
title: SERS of Korean Traditional Organic Dye-Dyed Samples According to Aging Process
DOI: 10.5281/zenodo.15487399
title: SERS of Korean Traditional Organic Dye-Dyed Samples According to Aging Process