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.
997
datasets available to search
ShareScore release 0.9.0
Dataset results
997 results for “Awareness”
CoRAL: a Context-aware Croatian Abusive Language Dataset
<p>CoRAL is a language and culturally aware Croatian Abusive dataset covering phenomena of implicitness and reliance on local and global context. See our paper: Ravi Shekhar, Mladen Karan and Matthew Purver. CoRAL: a Context-aware Croatian Abusive Language Dataset. Findings of the ACL: AACL-IJCNLP, November 2022, https://aclanthology.org/2022.findings-aacl.21/.</p>
Coupled Situational Awareness System to Improve Transportation Infrastructure Performance during Extreme Events
<p>The dense road networks and numerous low water crossings throughout Texas may be contributing to the higher recurrence rates of floods that pose a danger to vehicles. A timely issue that should be addressed by researchers is the compounding of disaster. Flooding can be combined with other life-threatening occurrences such as power loss and interruptions of health and emergency services. During these events, rescue requests from the stranded communities overwhelm the emergency response facilities; impassable roadways and the paucity of reliable information on the affected areas and their accessibility hamper emergency response operations, causing several detours and delays that put both the responders and evacuees at risk. This research presents a framework for improved situational awareness during extreme flooding events by combing a flood inundation model with transportation infrastructure performance assessment. The flood inundation model can be driven by real-time radar rainfall data in an efficient manner. The road network work model can use land use, census data, and locations of critical facilities in combination with spatial analysis. The proposed framework is demonstrated on a small catchment in San Antonio, Texas. The study includes the following tasks: literature review, vehicle-related flood fatality analysis, review of flood warning systems in Texas, and the proposed framework of a road flooding forecasting system that can predict land surface flooding in detail and the impacts on the road network and provide information on the spatial and temporal evolution of road network access during flooding events. It is recommended that the framework be used for identifying the transportation network-wide impacts of flood ‘hot-spots’ and assessment of transportation-related flood mitigation alternatives. The framework can also support disaster planning and emergency preparedness measures in preparation for major events. Examples may include contingency planning for deployment of barricades, mitigation of critical facilities, and large-scale evacuation planning. The methodology can provide useful outputs on system-wide costs of flooded roads that can be used to inform regional mitigation efforts.</p>
Data for: Gender medicine teaching increases medical students' gender awareness: results of a quantitative online survey
<p><span><strong>Background</strong> </span></p> <p><span>Gender medical knowledge is insufficiently integrated into university teaching in Germany. Gender awareness represents a key competence to integrate this knowledge into one's medical practice. This study is the first survey of the gender awareness of medical students in Germany.</span></p> <p><strong><span>Methods</span> </strong></p> <p><span>From April to July 2021, a quantitative cross-sectional survey in an online format using the 'Nijmegen Gender Awareness in Medicine Scale' (2008) was conducted at four German universities (Charité Berlin, Friedrich-Schiller-University Jena, Ludwig-Maximilians-University Munich, and the University of Cologne) with a varied implementation of teaching gender medicine. Students indicated their agreement or disagreement with assumptions and knowledge about the influence of gender in everyday medical practice (gender sensitivity), as well as gender role stereotypes towards patients and physicians (gender role ideology). </span></p> <p><strong><span>Results </span></strong></p> <p><span>The 750 included participants showed a relatively high gender sensitivity and low gender role stereotyping towards patients and doctors. The curricular implementation of gender medicine of the universities showed to have a significant influence on the students' gender sensitivity, as well as on their gender role stereotyping towards patients. Students who reported having taken classes in gender medicine showed significantly higher level of gender sensitivity. Cis-males showed significantly lower gender sensitivity and significantly higher gender role stereotyping.</span></p> <p><span><strong>Conclusion</strong> </span></p> <p><span>Implementation of gender medicine in the medical curriculum, attending courses on gender education and one's gender have a significant impact on medical students' gender competencies. These results support the need for structural integration of gender in medical education and gender trainings at medical schools in Germany.</span></p>
Users' privacy awareness survey (2019-2020), total results
<p><strong>In this survey, we inspected how aware people were of their online privacy and calculated their privacy awareness scores.</strong></p> <p><br> </p> <p><strong>privacy_awareness_questionnaire.pdf</strong></p> <p><strong> It is the Privacy Awareness survey questionnaire.</strong></p> <p> </p> <p><strong>calculating_privacy_awareness_scores_method.pdf</strong></p> <p><strong> It describes the method of calculating privacy awareness scores.</strong></p> <p> </p> <p><strong>raw_data.csv</strong></p> <p><strong> It contains the raw data set collected from the respondents. The first row contains the labels of questions from 1 to 15.</strong></p> <p> </p> <p><strong>filtered_out_data.csv</strong></p> <p><strong> It contains filtered-out data set and the calculated awareness scores. The first row contains the labels of questions from 1 to 15 and the awareness score. We applied the following erasure conditions on the raw data set:</strong></p> <p><strong> Q2 = A2 AND Q3 = A1</strong></p> <p><strong> Q2 = A2 AND Q3 = A2</strong></p> <p><strong> Q6 = A1 AND Q7 = A2</strong></p> <p><strong> Q6 = A1 AND Q9 = A2</strong></p> <p> </p>
Figure 1 in Introducing the Journal of Melittology: An outlet for disseminating bee research and raising melittological awareness
Figure 1. Representative diversity of bees (Anthophila) (from Grimaldi & Engel, 2005).
Location-Aware Container Scaling (LACS) in Geo-distributed Clouds
<p>Datasets and code for the problem of location-aware container scaling (LACS) in geo-distributed clouds:</p> <p>Randomly extracted one day’s workload from WikiBench and NASA HTTP: AppWorkload.py</p> <p>Facebook subscribers by January 2020 to simulate the distribution of application requests among different user regions: FacebookUserData.csv</p> <p>Sprint IP Network location as 82 user regions from 35 countries on 6 continents: SprintLocation.csv</p> <p>Observation on the network latency matrix among 82 user centres: LatencyMatrix.py</p> <p>Representative code using openAI's gym environment: deepscale.py</p>
CommitChronicle dataset from the paper "From Commit Message Generation to History-Aware Commit Message Completion", ASE 2023
<pre>This is the CommitChronicle dataset for commit message generation (and/or completion), introduced in the paper "From Commit Message Generation to History-Aware Commit Message Completion", ASE 2023. For further details, see the attached README.md. <strong>Note.</strong> Also available on HuggingFace Hub: <a href="https://huggingface.co/datasets/JetBrains-Research/commit-chronicle">JetBrains-Research/commit-chronicle</a></pre>
Replication package for "WIA-SZZ: Work Item Aware SZZ"
<p>This dataset includes scripts and data files used to generate all analysis and results from the paper. A <strong>README.md</strong> file is included for details on using the scripts.</p> <p>For replication purposes, a copy of the cloned repositories from Rosa et al. (dowloaded as of to Dec. 2022) is provided through 7 Zenodo links:</p> <p>1. <a href="https://zenodo.org/record/8285106">https://zenodo.org/record/8285106</a> (doi: 10.5281/zenodo.8285106)</p> <p>2. <a href="https://zenodo.org/record/8285119">https://zenodo.org/record/8285119</a> (doi: 10.5281/zenodo.8285119)</p> <p>3. <a href="https://zenodo.org/record/8285121">https://zenodo.org/record/8285121</a> (doi: 10.5281/zenodo.8285121)</p> <p>4. <a href="https://zenodo.org/record/8285125">https://zenodo.org/record/8285125</a> (doi: 10.5281/zenodo.8285125)</p> <p>5. <a href="https://zenodo.org/record/8285127">https://zenodo.org/record/8285127</a> (doi: 10.5281/zenodo.8285127)</p> <p>6. <a href="https://zenodo.org/record/8285138">https://zenodo.org/record/8285138</a> (doi: 10.5281/zenodo.8285138)</p> <p>7. <a href="https://zenodo.org/record/8285140">https://zenodo.org/record/8285140</a> (doi: 10.5281/zenodo.8285140)</p>
Testing Context-Aware Software Systems in the Automotive Domain: A Multi Vocal Literature Review Protocol and Dataset
<h2>Testing Context-Aware Software Systems in the Automotive Domain: A Multi Vocal Literature Review Protocol and Dataset</h2><p>A Multi-Vocal Literature Review (MVLR) is a form of a systematic review that includes grey literature in addition to peer-review literature (Garousi, Felderer, and Mäntylä 2019). The decision to justify an MVLR is drawn from the results of recent literature reviews, in particular the recent results from (Matalonga et al. 2022) where it is shown that there is little evidence in the white literature on the approaches to testing non-academic CASS Systems.</p><p>Previous academic works (including our Quasi-Systematic Literature Reviews and Rapid Reviews) operate under the following assumptions and observations:</p><ul><li>Assumption 1. CASS are widespread and being deployed for commercial or industrial use.</li><li>Observation 1. The software engineering and software testing communities have had time to adopt (or develop new) techniques to deal with the context and effects of testing software systems.</li><li>Observation 2. Academics have been able to work with software organizations to transfer or study the approaches used to test CASS, yet the published case studies we are aware of describe a partial picture of the overall adoption and approach of the problem.</li></ul><p>In spite of these assumptions and the availability of systematic literature review studies, there is little evidence of how software organizations are testing CASS.</p><h3>Research Goals</h3><h4><strong>Aim: </strong>To uncover evidence on how the automotive industry reports their working with the dynamic testing process regarding CASS.</h4><p>We use the term industry to broaden our scope to include stakeholders with an interest in the quality of CASS like NGOs, standard-setting organizations and regulation-setting organizations who can influence how software must be treated in different domains.</p><p>The following research questions convey the general interest of our enquiries. These are driven by our previous research and expectations on the sources.</p><ul><li><strong>RQ1</strong> Are there sources to support the understanding and indicate directions to deal with the problem of testing CASS?</li><li><strong>RQ2</strong> What are the challenges of using these dynamic testing process solutions?</li><li><strong>RQ3 </strong>How are the dynamic testing processes that deal with the context of CASS described in the sources?</li></ul><h3>Dataset </h3><p>This dataset contains the following artifacts:</p><ol><li><strong>Testing CASS MVLR Protocol.pdf</strong>: protocol containing the methodological details of performing the MVLR</li><li><strong>Sources Identification, Selection and Data Extraction.xlsx</strong>: spreadsheet used to record and control discovered and selected sources</li><li><strong>Extraction_Documents.zip</strong>: compressed file containing all data collection forms filled with data extracted from the</li><li><strong>MVLR_Analysis-Codebook.xlsx</strong>: listing of codes emerging from the collected data</li></ol><p> </p>
ORCA: Opportunities to Raise Cancer Awareness After Referral: Survey of Patient Views
ClinicalTrials.gov study NCT05479851. IPD Sharing: YES. Countries: 1. Publications: 3.
Awareness and Self-Compassion Enhancing Narcolepsy Treatment
ClinicalTrials.gov study NCT04306952. IPD Sharing: NO. Countries: 1. Publications: 1.
Bispectral Index (BIS) Versus Electronic Alerts in the Prevention of Anesthesia Awareness: the Michigan Awareness Control Study
ClinicalTrials.gov study NCT00689091. IPD Sharing: Not stated. Countries: 1. Publications: 4.
Web-based Preconceptional Care and Counseling, Risk Awareness, Healthy Lifestyle Behavior
ClinicalTrials.gov study NCT06002451. IPD Sharing: NO. Countries: 1. Publications: 0.
Effects of Emotion-Focused Therapy (EFT) on Mood Awareness and Emotional Reactivity in Bipolar PatientsAwareness and Emotional Reactivity
ClinicalTrials.gov study NCT06721858. IPD Sharing: UNDECIDED. Countries: 1. Publications: 1.
AWARENESS Trial (AWARENESS) of Storytelling Through Music in Healthcare Workers
ClinicalTrials.gov study NCT04775524. IPD Sharing: YES. Countries: 1. Publications: 1.
Mechanisms for Restoration of Hypoglycemia Awareness
ClinicalTrials.gov study NCT03738852. IPD Sharing: Not stated. Countries: 1. Publications: 1.
The Provider Awareness and Cultural Dexterity Toolkit for Surgeons Trial
ClinicalTrials.gov study NCT03576495. IPD Sharing: NO. Countries: 1. Publications: 12.
Comparison of the Effects of Basic Body Awareness Therapy in Individuals With Knee Osteoarthritis
ClinicalTrials.gov study NCT07395427. IPD Sharing: NO. Countries: 1. Publications: 20.
Describing the Effect of Familiar Song on Arousal and Awareness for Children With Disorders of Consciousness (DoC)
ClinicalTrials.gov study NCT07209657. IPD Sharing: YES. Countries: 1. Publications: 3.
Patient Education and Basic Body Awareness Therapy in Hip Osteoarthritis: a Randomized Controlled Trial
ClinicalTrials.gov study NCT02884531. IPD Sharing: YES. Countries: 1. Publications: 53.
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.