Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
5,738
datasets available to search
ShareScore release 0.9.0
Dataset results
5,738 results for “Standards”
CLARA Knowledge Graph of licensed educational resources (using RDF-star, Standard reification, Singleton properties, or Named graphs)
<p><strong>CLARA</strong><br>This deposit is part of the <a href="https://project.inria.fr/clara/">CLARA project</a>. The CLARA project aims to empower teachers in the task of creating new educational resources. And in particular with the task of handling the licenses of reused educational resources.</p> <p>The present deposit contains the RDF files created using an RDF mapping (<a href="https://rml.io/">RML</a>) and a mapper (<a href="https://github.com/morph-kgc/morph-kgc">Morph-KGC</a>). It also contains the files JSON used as input. The corresponding pipeline can be found on <a href="https://gitlab.univ-nantes.fr/clara/pipeline">Gitlab</a>. The data used in that pipeline originate from <a href="https://www.x5gon.org/">X5GON</a>, a European project aiming to generate and gather open educational resources.</p> <p><strong>Knowledge graph content</strong><br>The present Knowledge Graph contains information about 45K Educational Resources (ERs) and 135K subjects (extracted from DBpedia).<br>That information contains </p> <ul> <li>the author,</li> <li>its title and description</li> <li>the license,</li> <li>a URL to the resource itself,</li> <li>the language of the ER,</li> <li>its mimetype,</li> <li>and finally which subject it talks about, and to what extent.</li> </ul> <p><br>That extent is given by two scores: a PageRank score and a Cosinus score.</p> <p>A particularity of the knowledge graph is its heavy use of RDF reification, across large multi-valued properties.<br>Thus four versions of the knowledge graph exist, using Standard reification, Singleton property, Named graphs, and RDF-star.</p> <p>The Knowledge Graph also contains <a href="https://databus.dbpedia.org/dbpedia/generic/categories">categories</a> originating from DBpedia. They help precise the subjects that are also extracted from DBpedia.</p> <p>The KG.zip files contain five types of files:</p> <ul> <li><strong>Authors_[</strong>X<strong>].nt</strong> - Those contain the authors' nodes, their type, and name.</li> <li><strong>ER_[</strong>X<strong>].nt/nq/ttl</strong> - Those contain the ERs and their information using the respective RDF reification model.</li> <li><strong>categories_skos_[</strong>X<strong>].ttl</strong> - Those contain the hierarchy of DBpedia categories.</li> <li><strong>categories_labels.ttl </strong>- This file contains additional information about the categories.</li> <li><strong>categories_article.ttl</strong> - This file contains the RDF triples that link the DBpedia subjects to the DBpedia categories.</li> </ul> <p> </p> <p><strong>JSON content</strong></p> <p>The original dataset was cut into multiple JSON files in order to make its processing easier. DBpedia categories were extracted as RDF and aren't present in the JSON files.<br><br>There are two types of files in the input-json.zip file:</p> <ul> <li><strong>authors_[</strong>X<strong>].json</strong> - Which lists the authors names</li> <li><strong>ER_[</strong>X<strong>].json</strong> - Which lists the ERs and their related information.<br>That information contains: <ul> <li>their <em>title.</em></li> <li>their <em>description.</em></li> <li>their <em>language</em> (and <em>language_detected</em>, only the first one is used in the pipeline here).</li> <li>their <em>license.</em></li> <li>their <em>mimetype.</em></li> <li>the <em>authors.</em></li> <li>the <em>date</em> of creation of the resource.</li> <li>a <em>url</em> linking to the resource itself.</li> <li>the subjects (named <em>concepts</em>) associated with the resource. With the corresponding scores.</li> </ul> </li> </ul> <p> </p> <p>If you do use this dataset, you can cite the corresponding paper:</p> <ul> <li>Kieffer, M., Fakih, G. & Serrano-Alvarado, P. (2023). Evaluating Reification with Multi-valued Properties in a Knowledge Graph of Licensed Educational Resources. Semantics, Leipzig, Germany.</li> </ul>
Pediatric standardized residency training faculty's perceptions of medical education research
<p><strong>Background:</strong> Rigorous medical education research (MER) conducted by faculty in pediatric standardized residency training (SRT) can contribute to the promotion of child health care. </p> <p><strong>Aim:</strong> This study aimed to assess the perceptions of pediatric SRT faculty regarding MER in Guangdong Province, China. </p> <p><strong>Methods:</strong> A questionnaire survey was conducted involving 40 pediatric SRT clinical teachers from 10 hospitals in Guangdong Province.</p> <p><strong>Results:</strong> Among the 40 teachers, 16 (40.00%) stated that they did not participate any MER activities. The main challenges they encountered in conducting MER were the lack of training (72.50%), limited time (80.00%), and lack of grants funding (60.00%). Only 10 (25.00%)teachers were reported to have received grants for MER projects. </p> <p><strong>Conclusion: </strong>The findings highlight the importance of providing support and training to pediatric SRT faculty in Guangdong Province, China, to enhance their engagement in MER. Addressing these challenges can lead to significant improvements in child heal care promotion through evidence-based educational practices. </p>
Standard of Ur
I used images from several sources including the British museum. Then did a image projection paint with blender 3.1 to create the final image. Source: Objaverse 1.0 / Sketchfab
Simple Tender Car (Standard-Gauge GWR)
This car is part of my first excursion deeper into the world of steam, and mostly exists because I didn't want to include this model in the uploads for my steam engine models. It just feels better to have the models be their own things, so this one has been designed for reuse. Full disclosure, this model was designed to be compatible with my steam engines (as in the couplings do indeed roughly match in size to say, the 4300). It likely won't find with any other model you see on this site because I never used those as reference lol. But modification is welcomed to these models. Since they're not perfect. This would certainly look better with texturing, and it'll probably be used in one of my first forays into the medium. Fun stuff, but enjoy this for now folks. New train in the coming days (planning on a GWR 81xx) Source: Objaverse 1.0 / Sketchfab
BEST (Burn Center Evaluation of Standard Therapies) Ventilator Mode Study-
ClinicalTrials.gov study NCT00351741. IPD Sharing: Not stated. Countries: 1. Publications: 3.
Early Surgery or Standard Palliative Therapy in Treating Patients With Stage IV Breast Cancer
ClinicalTrials.gov study NCT01242800. IPD Sharing: YES. Countries: 5. Publications: 1.
Standard Issue Transfusion Versus Fresher Red Blood Cell Use in Intensive Care- A Randomised Controlled Trial
ClinicalTrials.gov study NCT01638416. IPD Sharing: UNDECIDED. Countries: 5. Publications: 4.
Study for Validation of Standardized Questionnaires on Depression and Investigation of the Frequency of Depression in Rheumatoid Arthritis (RA) Participants
ClinicalTrials.gov study NCT02485483. IPD Sharing: Not stated. Countries: 1. Publications: 2.
Scar Appearance After Postoperative Hydrocolloid Dressing Versus Standard Petrolatum Ointment
ClinicalTrials.gov study NCT05618912. IPD Sharing: NO. Countries: 1. Publications: 2.
Standard Colonoscopy Versus Colonoscopy With Endocuff Vision
ClinicalTrials.gov study NCT03361917. IPD Sharing: NO. Countries: 1. Publications: 2.
Comparing Standard-Dose and High-Dose Cetirizine for Acute Urticaria
ClinicalTrials.gov study NCT07236372. IPD Sharing: NO. Countries: 1. Publications: 5.
Narrow-Band Imaging Versus Standard White Light for the Detection of Serrated Lesions in the Proximal Colon
ClinicalTrials.gov study NCT01572428. IPD Sharing: Not stated. Countries: 1. Publications: 1.
A Study Evaluating the Addition of MabThera (Rituximab) to Standard Treatment in Patients With Idiopathic Thrombocytopenic Purpura (ITP)
ClinicalTrials.gov study NCT00770562. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Low vs. Standard Daily Doses of Antiepileptic Drugs in Newly Diagnosed, Previously Untreated Epilepsy(STANDLOW)
ClinicalTrials.gov study NCT03689114. IPD Sharing: NO. Countries: 1. Publications: 7.
An Investigational Study of Continuous 8-Hour Intravenous Administrations of BMS-986231 in Participants With Heart Failure and Reduced Heart Function Given a Standard Dose of Loop Diuretic
ClinicalTrials.gov study NCT03730961. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Study to Evaluate the Safety and Antiviral Activity of Remdesivir (GS-5734™) in Participants With Moderate Coronavirus Disease (COVID-19) Compared to Standard of Care Treatment
ClinicalTrials.gov study NCT04292730. IPD Sharing: YES. Countries: 15. Publications: 3.
Six Months Efficacy and Safety of Aliskiren Therapy on Top of Standard Therapy, on Morbidity and Mortality in Patients With Acute Decompensated Heart Failure
ClinicalTrials.gov study NCT00894387. IPD Sharing: Not stated. Countries: 24. Publications: 5.
Diagnosis of Acute Appendicitis: Low-dose Computed Tomography (CT) Versus Standard-dose CT
ClinicalTrials.gov study NCT00913380. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Intensive Versus Standard Blood Pressure Lowering to Prevent Functional Decline in Older People
ClinicalTrials.gov study NCT01650402. IPD Sharing: Not stated. Countries: 1. Publications: 5.
Prospective Trial to Compare the Clinical Efficiency of G-EYE™ HD Colonoscopy With Standard HD Colonoscopy
ClinicalTrials.gov study NCT01917513. IPD Sharing: Not stated. Countries: 8. Publications: 1.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.