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764
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Dataset results
764 results for “Reproducibility”
Reproducibility Package (Raw Data) for Predictive Limitations of Physics-Informed Neural Networks in Vortex Shedding
<p>Raw data results from the simulations using PINN methods and PetIBM for the paper at: https://github.com/barbagroup/jcs_paper_pinn</p>
Reproduction package for "Revisiting the reproducibility of empirical software engineering studies based on data retrieved from development repositories"
<p>Reproduction package for "Revisiting the reproducibility of empirical software engineering studies based on data retrieved from development repositories", published in Information and Software Technology, Volume 164, December 2023. DOI: <a title="Persistent link using digital object identifier" href="https://doi.org/10.1016/j.infsof.2023.107318" target="_blank" rel="noreferrer noopener"><span><span>https://doi.org/10.1016/j.infsof.2023.107318</span></span></a></p>
Datasets from Growth (2019) by Vaclav Smil with reproducible fits
<p>This repository contains data and code for 80 datasets featured in <a href="https://mitpress.mit.edu/9780262539685/growth/"><em>Growth: from microorganisms to megacities</em></a> (2019) by Vaclav Smil.</p> <p><em>Growth</em> contains a wealth of time-series data collected from diverse sources. Smil fits simple models, most notably the <a href="https://en.wikipedia.org/wiki/Logistic_function">logistic function</a>, to demonstrate how widely applicable they are: from the growth of bacteria to the growth of rail networks.</p> <p>This archive intends to make these datasets available for wider use in statistics teaching. Whatever your interest, there is probably a dataset in here for you!</p> <p>Thanks to Vaclav Smil for sharing these datasets to make this reanalysis possible.</p>
Reproducibility Report for the paper "Vibration signal-assisted endpoint detection for long-stretch, ultraprecision polishing processes"
<p>This reproducibility report includes the datasets and computer code used for reproducing the results in the paper, Jin, Bukkapatnam, Hayes, and Ding, 2023, “Vibration signal-assisted endpoint detection for long-stretch, ultraprecision polishing processes,” <em>ASME Transactions, Journal of Manufacturing Science and Engineering</em>, Vol.145, pp. 061007.</p>
Reproducibility of the wet part of the soil water retention curve: a European interlaboratory comparison (dataset)
<p>The soil water retention curve (SWRC) is a key soil property required for predicting basic hydrological processes. The SWRC is often obtained in the laboratory with non-harmonized methods. Moreover, procedures associated with each method are not standardized. This can induce a lack of reproducibility between laboratories using different methods and procedures or using the same methods with different procedures. The goal here was to estimate the inter- and intralaboratory variability of the measurement of the wet part (from 10 to 300 hPa) of the SWRC. An interlaboratory comparison was carried out between 14 laboratories, using artificially constructed, porous reference samples that were transferred between laboratories according to a statistical design. The retention measurements were modelled by a series of linear mixed models using a Bayesian approach. This allowed the detection of sample-to-sample variability, interlaboratory variability, intralaboratory variability and the effects of sample changes between measurements. Here we present the dataset containing measured data from the interlaboratory comparison, R code to implement models, and final model results.</p>
Agreement and Reproducibility of Anterior Chamber Angle Measurements between CASIA2 Built-In Software and Human Graders
<p>Figure S1. CASIA2 anterior segment OCT display after obtaining the automatic anterior chamber angle measurements and intentionally relocation of the scleral spur (SS) was performed by the masked observer. Nasal and temporal angle-opening distance (AOD) and trabecular iris space area (TISA) are not available due to incorrect positioning of the SS.</p> <p>Figure S2. CASIA2 anterior segment OCT display after manual localization of the scleral spur (SS) was carried out by the human grader using the CASIA2 software tools to obtain the measurements of the anterior chamber angle parameters. Nasal and temporal angle-opening distance (AOD) and trabecular iris space area (TISA) are shown in the image.</p>
Results of the ISMRM 2020 joint Reproducible Research & Quantitative MR study groups reproducibility challenge on phantom and human brain T<sub>1</sub> mapping
<p>This dataset includes both raw data and processed T1 maps obtained from the 2020 challenge on inversion recovery T1 mapping organized by the International Society in Magnetic Resonance in Medicine (ISMRM) Reproducible Research Study Group (RRSG). For a comprehensive overview of the data distribution submitted for this challenge, please visit <a href="https://rrsg2020.db.neurolibre.org/">https://rrsg2020.db.neurolibre.org</a>. It's important to note that this dataset exclusively comprises ISMRM-NIST system phantom data.</p> <p>Dataset provided for NeuroLibre preprint. Author repo: https://github.com/rrsg2020/paper NeuroLibre fork:https://github.com/roboneurolibre/paper</p> <p>For details, please visit the corresponding <a href="https://github.com/neurolibre/neurolibre-reviews/issues/14">NeuroLibre technical screening.</a></p> <p><strong><a href="https://neurolibre.org">https://neurolibre.org</a></strong></p>
Parcellating the parcellation issue - a proof of concept for reproducible analyses using Neurolibre
Dataset provided for NeuroLibre preprint. Author repo: https://github.com/pbellec/editorial_parcellation NeuroLibre fork:https://github.com/roboneurolibre/editorial_parcellation <p>For details, please visit the corresponding <a href="https://github.com/neurolibre/neurolibre-reviews/issues/10">NeuroLibre technical screening.</a></p> <p><strong><a href="https://neurolibre.org">https://neurolibre.org</a></strong></p>
Study of the Reproducibility of Laser Measurement in the Detection of Digital Obstructive Arterial Disease (DOAD)
ClinicalTrials.gov study NCT03264820. IPD Sharing: UNDECIDED. Countries: 1. Publications: 1.
The Medically Reproducing Bariatric Surgery (MRB) II Study
ClinicalTrials.gov study NCT06363747. IPD Sharing: YES. Countries: 1. Publications: 28.
Clinical Investigation Study to Evaluate the Consistency and Reproducibility of Two Consecutive Mosquito Feeding Assays
ClinicalTrials.gov study NCT04666350. IPD Sharing: UNDECIDED. Countries: 1. Publications: 1.
Intra-Individual Reproducibility of the Non-Invasive Assessment of the Portal Circulation
ClinicalTrials.gov study NCT01579162. IPD Sharing: Not stated. Countries: 1. Publications: 4.
Evaluation of Reproducibility of a Sporozoite Challenge Model for Plasmodium Vivax in Human Volunteers
ClinicalTrials.gov study NCT00367380. IPD Sharing: Not stated. Countries: 1. Publications: 69.
Resource-related variables drive individual variation in flowering phenology and mediate population-level flowering responses to climate in an asynchronously reproducing palm
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Data to: Carotenoids-based reddish pelvic spines in non-reproducing female and male sticklebacks (Gasterosteus aculeatus) – signalling social dominance?
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Female great tits (Parus major) reproduce earlier when paired with a male they prefer
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Enhancing reproducibility in stable isotope analysis (SIA) of fish eye lenses: A comparison between lamina number and diameter
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On the computational reproducibility of molecular phylogenies
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Data from: Reproducing in hot water: experimental heatwaves deteriorate multiple reproductive traits in a freshwater ectotherm
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Ability of the ash dieback pathogen to reproduce and to induce damage on its host are controlled by different environmental parameters
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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.