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8,537 results for “Openness”
EU-member States Copyright Laws with Open Access Amendments
<p>This spreadsheet displays information on existing or scheduled copyright laws with an Open Access amendment in EU-member states. The information is generated from using the respective websites being mentioned in the sheet. </p> <p>Data collection, sharing, feedback and corrections:Information was initially collected in 2016 for Knowledge Exchange and the Dutch Library Consortium (UKB) and publicly shared in 2017; more information will continue to be added. The spreadsheet is open to corrections, additions and remarks from anyone. Use the comments function or approach the creator via twitter or email.</p> <p>Acknowledgements: Thanks to Knowledge Exchange OA expert group members for input</p>
Open Science Policies in Europe v5, 2020 Dataset (v1.0)
<p>This dataset is a characterisation of European national Open Science policies as of January 2020. The data was analysed for An Analysis of Open Science Policies in Europe v5, 2020 available at http://doi.org/10.5281/zenodo.3689450. </p> <p>The policy used the FAIRsFAIR policy characterisation elements to analyse the policies. The set of characterisation elements were developed in 2019 and used to characterise a selection of data policies from publishers, funding bodies and higher education institutions (HEIs). Both the elements and the resulting dataset are available at http://doi.org/10.5281/zenodo.3550544.</p>
Open Data as driver of critical data literacies in Higher Education: Which Data, Which Openness, Which Care?
<p>This Zenodo item contains the Report and subsidiary resources and dataset on the results of the workshop undertaken by the authors: "Open Data as driver of critical data literacies in Higher Education".</p> <p>Workshop Details:</p> <ul> <li>A workshop session offered at the OER20 [online] conference</li> <li><a href="https://oer20.oerconf.org/sessions/o-060/">https://oer20.oerconf.org/sessions/o-060/</a></li> <li>Wed, Apr 1 2020</li> <li>Theme: <a href="https://oer20.oerconf.org/tracks/open-education-for-civic-engagement-and-democracy/">Open education for civic engagement and democracy</a></li> <li>Access to the <a href="https://eu.bbcollab.com/collab/ui/session/playback/load/0983399114454947ba11426abbb3e17e">Recorded Session</a></li> </ul> <p>The workshop explored the educational potential of Open Data as a driver of interdisciplinary dialogue in learning design and pedagogical practices. It offered instruments for designing educational interventions in two simple phases:</p> <ol> <li>A conceptual (but dialogical!) introduction</li> <li>A “hands on” exercise</li> </ol> <p>The virtual environment used was Blackboard Collaborate as organized and supported by ALT and the OER20 Committee. In these conditions, 73 participants (conference attendees and external participants) engaged in the activity. The participants that expressed their geographical positions (when introducing themselves via the chat in the virtual conference environment) showed diversity, though most participants came from the UK, elsewhere in Europe, and some from Latin America.</p>
Lifelong Learning of Graph Neural Networks for Open-World Node Classification
<p>Three temporal graph datasets for node classification under distribution shift.</p> <p>DBLP-Easy and DBLP-Hard are citation graph datasets. PharmaBio is a collaboration graph dataset.</p> <p>Vertices are scientific publications, edges are either citations (DBLP) or at-least-one-common-author relationships (PharmaBio).</p> <p>The task is to classify the vertices of the graph into the respective conference/journal venues (DBLP) or journal categories (PharmaBio). In the DBLP datasets, new classes may appear over time.</p> <p>Each dataset follows the structure:</p> <p>- adjlist.txt -- the graph structure encoded as adjacency lists: in each row, the first entry is the source vertex, the remaining entries are adjacent vertices</p> <p>- X.npy -- numpy serialized format for node features indexed by node id corresponding to adjlist.txt</p> <p>- y.npy -- numpy serialized format for node labels indexed by node id corresponding to adjlist.txt</p> <p>- t.npy -- numpy serialized format for time steps indexed by node id corresponding to adjlist.txt</p> <p>A paper describing our incremental training and evaluation framework is published in IJCNN 2021 (Pre-print on arXiv: <a href="https://arxiv.org/abs/2006.14422">https://arxiv.org/abs/2006.14422</a>).</p> <p>If you use these datasets in your research, please cite the corresponding paper:</p> <pre><code>@inproceedings{galke2021lifelong, author={Galke, Lukas and Franke, Benedikt and Zielke, Tobias and Scherp, Ansgar}, booktitle={2021 International Joint Conference on Neural Networks (IJCNN)}, title={Lifelong Learning of Graph Neural Networks for Open-World Node Classification}, year={2021}, volume={}, number={}, pages={1-8}, doi={10.1109/IJCNN52387.2021.9533412} }</code></pre> <p><br> </p>
Fig. 1 in Data publication and dissemination of interactive keys under the open access model
Fig. 1. Th e ZooKeys model for data publication and dissemination of interactive keys.
Open-Unmix for Speech Enhancement (UMX SE)
<p>Weights of Open-Unmix trained on the 28-speaker version of Voicebank+Demand (Sampling rate: 16kHz). The weights can be used with <a href="https://github.com/sigsep/open-unmix-nnabla">open-unmix-nnabla</a> and <a href="https://github.com/sigsep/open-unmix-pytorch">open-unmix-pytorch</a>.</p>
Copulatory openings large (c3), connected by transverse groove (c4) in An of Zelotibia (Araneae, Gnaphosidae), a spider genus with a species swarm in the Albertine Rift
Copulatory openings large (c3), connected by transverse groove (c4)
Atrium kidney-shaped (b6); copulatory openings oval (b7) in An of Zelotibia (Araneae, Gnaphosidae), a spider genus with a species swarm in the Albertine Rift
Atrium kidney-shaped (b6); copulatory openings oval (b7)
Curve delimiting copulatory openings at base of scape wide (f5) in An of Zelotibia (Araneae, Gnaphosidae), a spider genus with a species swarm in the Albertine Rift
Curve delimiting copulatory openings at base of scape wide (f5)
Copulatory ducts not reflexed outwards at anterior end, openings surrounded by blackish area (b2) in An of Zelotibia (Araneae, Gnaphosidae), a spider genus with a species swarm in the Albertine Rift
Copulatory ducts not reflexed outwards at anterior end, openings surrounded by blackish area (b2)
Open anonymous repo hosting code and data for our submission in ASE 2020
<p>This repository presents sample publicly available anonymous source code and data for our submission in ASE 2020 conference.</p> <p>ProgressDroid source code is provided.</p> <p>Data for 10 top apps with the highest number of installs from our dataset are presented.</p> <p>For each app, we provide the following information:</p> <p>- The original APK file for the examined app.</p> <p>- The instrumented APK file using the extended Instrumenter module</p> <p>- Complete trace from running the extended AndroidSlicer tool on each app</p> <p>- Complete list of all UI update points in each specific app</p> <p>- List of slicing criteria for dynamic slicing </p> <p>- List of slices from the automated dynamic slicing analysis </p> <p>- List of all progress indicator occurrences for each trace </p> <p>- Complete runtime trace info including all events and states (including screenshots) </p> <p>Upon acceptance, we’ll complete the data sharing for all our dataset.</p>
Coronavirus Open Citations Dataset
<p>The Coronavirus Open Citations Dataset curated by OpenCitations currently contains (as of 16 May 2020) information about 189,697 citations and about the 49,719 citing or cited articles involved in these citations. A subset of these data (stored in the "_partial.json" files introduced below) is used for creating the visualization available at <a href="https://opencitations.github.io/coronavirus/">https://opencitations.github.io/coronavirus/</a>.</p> <p>Each item in both the JSON files storing citations ('citations_full.json' and 'citations_partial.json') contains the following fields:</p> <ul> <li>"id", a numeric identifier of the citation;</li> <li>"source", the citing entity;</li> <li>"target", the cited entity.</li> </ul> <p>Each item in both the JSON files storing article metadata ('metadata_full.json' and 'metadata_partial.json') contains the following fields:</p> <ul> <li>"id", the DOI of the article;</li> <li>"author", the surname of all the authors of the article;</li> <li>"year", the year of publication;</li> <li>"title", the title of the article;</li> <li>"source_title", the title of the venue where the article has been published.</li> </ul> <p>In addition, any item in the file 'metadata_partial.json' contains another field:</p> <ul> <li>"count": the overall number of citations that the article received.</li> </ul>
UAE HEIs open access institutional survey
<p>These are the anonymized results from a survey run in 2019. The survey was aimed at research universities in the United Arab Emirates. The survey was designed to explore the role of HEIs in the United Arab Emirates (UAE) OA uptake and reflect on the ongoing international initiatives pushing for universal OA to research.</p>
Recording of workshop: Open Synthesis: Open Science in Evidence Synthesis
<p>Recording of the session "Open Synthesis: Open Science in Evidence Synthesis" chaired by Dr Elaine Toomey. Further details of the workshop can be found here: <a href="https://evidencesynthesisireland.ie/opensynthesis/">https://evidencesynthesisireland.ie/opensynthesis</a></p> <p>Dr <a href="https://evidencesynthesisireland.ie/team-member/dr-elaine-toomey/">Elaine Toomey</a> is Associate Director of <a href="https://ireland.cochrane.org/">Cochrane Ireland</a> within <a href="https://evidencesynthesisireland.ie/">Evidence Synthesis Ireland</a> based in the National University of Ireland Galway. Her research primarily focuses on methods used in the development, evaluation and implementation of health behaviour change interventions, particularly in relation to the treatment and prevention of chronic disease. She has specific expertise in implementation science, evidence synthesis, process evaluation and exploring the fidelity and adaptation of behaviour change interventions.</p> <p>Elaine is a member of the <a href="https://www.hrb.ie/">Health Research Board (HRB)</a> <a href="https://hrbopenresearch.org/advisors">Open Research National Steering Committee</a>, Co-Chair of the <a href="https://ehps.net/special-interest-groups/">European Health Psychology Society Open Science Special Interest Group</a> and a Catalyst for the Berkeley Initiative for Transparency in the Social Sciences (<a href="https://www.bitss.org/">BITSS</a>). In 2016 Elaine was awarded a Leamer-Rosenthal Prize for Open Social Science for Emerging Researchers from the University of California Berkeley for her work in fidelity and transparency of behaviour change interventions, and has been shortlisted for a <a href="https://www.esof.eu/en/news-reader/id-9th-call-for-the-2020-european-young-researchers-award-is-now-open.html">European Young Researcher Award 2020</a>.</p> <p>The presentation was part of the <a href="http://www.nuigalway.ie/osw/">Open Scholarship Week 2020</a>. It can also be viewed at <a href="https://www.youtube.com/watch?v=fANpI4xX-lk">https://www.youtube.com/watch?v=fANpI4xX-lk</a> or <a href="https://nuigalway.mediaspace.kaltura.com/media/Open+SynthesisA+Open+Science+in+Evidence+Synthesis/1_rdli41as/121659351">https://nuigalway.mediaspace.kaltura.com/media/Open+SynthesisA+Open+Science+in+Evidence+Synthesis/1_rdli41as/121659351</a></p>
Dataset accompanying Riesch et al. 2020. Grazing by wild red deer maintains characteristic vegetation of semi-natural open habitats: Evidence from a 3-year exclusion experiment. Applied Vegetation Science
<p>This repository contains vegetation community data used by Riesch et al. 2020 in an article accepted in Applied Vegetation Science.</p> <p>Metadata are provided in the first excel worksheet. For further details please see the original article.</p>
Open Microscopy Data
<p>Raw data and rules to participate in an opinion article on open microscopy data crowdsourced over Twitter.</p>
Data for article "Triazene-Activated Donor–Acceptor Cyclopropanes: Ring-Opening and (3 + 2) Annulation Reactions"
<p>This upload contains raw data (NMR, X-Ray) files for the article: </p> <p>A. A. Suleymanov, E. Le Du, Z. Dong, B. Muriel, R. Scopelliti, F. Fadaei-Tirani, J. Waser, K. Severin, </p> <p>"Triazene-Activated Donor-Acceptor Cyclopropanes: Ring-Opening and (3 + 2) Annulation Reactions"</p> <p><em>Org. Lett. </em><strong>2020</strong>, DOI: 10.1021/acs.orglett.0c01527<em>.</em></p>
Identifying required APIs for solving Open SourceSoftware issues
<p>Data set to classify skills from a project in GitHub. </p>
Open data of Control of damping in perpendicularly magnetized thin films using spin-orbit torques
<p>Open access data set for manuscript "Control of damping in perpendicularly magnetized thin films using spin-orbit torques" published in Physical Review B, <strong>101</strong>, 224401 (2020)</p>
Open Repositories 2020: Botswana, Ethiopia, Nigeria, South Africa, Tanzania
<p>Recordings of the following presentations and discussion:</p> <p>The National Academic Digital Repository of Ethiopia – Technical, Policy and Governance Aspects – Roberto Barbera, Department of Physics and Astronomy “E. Majorana” of the University of Catania https://doi.org/10.20372/nadre/6373<br> <br> Overcoming Language Barrier in Open Repositories: A case of Sokoine University of Agriculture – Gilbert Mushi http://doi.org/10.5281/zenodo.3873721<br> <br> Skills needs assessment for South African open access repository practitioners – Ansie van der Westhuizen, UNISA http://doi.org/10.5281/zenodo.3873723<br> <br> The NREN and Open Repositories (an ORCID use case in South Africa) – Wesley Barry, TENET | Tertiary Education & Research Network of South Africa<br> <br> Documenting the Ephemeral: Performance Archive and the Showcase Repository – Sanjin Muftic and Jayne Batzofin, The Reimagining Tragedy in Africa and the Global South (RETAGS) project at the University of Cape Town https://doi.org/10.25375/uct.12403937.v1<br> <br> Evaluation of institutional digital repository contents by postgraduate students of some selected tertiary institutions in Nigeria – Dr. Michael Esew, Kashim Ibrahim Library, Ahmadu Bello University, Okeoghene Mayowa-Adebara, National Open University of Nigeria, Ibadan Study Centre http://doi.org/10.5281/zenodo.3873730<br> <br> Institutional repository adoption among Nigerian private universities: Institutional factors and willingness to use – Adetomiwa Basiru, Tekena Tamuno Library, Redeemer's University http://doi.org/10.5281/zenodo.3873734<br> <br> Working towards knowledge accessibility and visibility through collaboration efforts: the case of Botswana International University of Science and Technology (BIUST) library - Ayanda Lebele and Tuelo Ntlotlang http://repository.biust.ac.bw/handle/123456789/133</p>
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.