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27
datasets available to search
ShareScore release 0.9.0
Dataset results
27 results for “penalties”
DNA mismatches reveal conformational penalties in protein-DNA recognition III
GEO Series GSE157064. synthetic construct. 7 samples. Type: Other.
DNA mismatches reveal conformational penalties in protein-DNA recognition VI
GEO Series GSE157067. synthetic construct. 1 samples. Type: Other.
Data from: It's all in the timing: calibrating temporal penalties for biomedical data sharing
Objective: Biomedical science is driven by datasets that are being accumulated at an unprecedented rate, with ever-growing volume and richness. There are various initiatives to make these datasets more widely available to recipients who sign Data Use Certificate agreements, whereby penalties are levied for violations. A particularly popular penalty is the temporary revocation, often for several months, of the recipient's data usage rights. This policy is based on the assumption that the value of biomedical research data depreciates significantly over time; however, no studies have been performed to substantiate this belief. This study investigates whether this assumption holds true and the data science policy implications. Methods: This study tests the hypothesis that the value of data for scientific investigators, in terms of the impact of the publications based on the data, decreases over time. The hypothesis is tested formally through a mixed linear effects model using approximately 1200 publications between 2007 and 2013 that used datasets from the Database of Genotypes and Phenotypes, a data-sharing initiative of the National Institutes of Health. Results: The analysis shows that the impact factors for publications based on Database of Genotypes and Phenotypes datasets depreciate in a statistically significant manner. However, we further discover that the depreciation rate is slow, only ∼10% per year, on average. Conclusion: The enduring value of data for subsequent studies implies that revoking usage for short periods of time may not sufficiently deter those who would violate Data Use Certificate agreements and that alternative penalty mechanisms may need to be invoked.
Replication package for: The Null Result Penalty
<p>This replication package produces the exhibits for the paper 'The Null Result Penalty'.</p>
Heatmap of p-values obtained by the non-parametric Wilcoxon Post-hoc Test for Experiment 2; Maximum penalty applied
<p>Heatmaps of the p-values obtained by the non-parametric Wilcoxon Post-hoc Test. </p> <p>Used for all of the following data measures across all 13 conditions. </p> <p>The maximum penalty applied for Experiment 2. </p>
Data from: It’s all in the timing: calibrating temporal penalties for biomedical data sharing
Open the record for dataset details and reuse information.
DNA mismatches reveal conformational penalties in protein-DNA recognition II
GEO Series GSE156373. synthetic construct. 4 samples. Type: Protein profiling by protein array.
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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
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International Brain Laboratory public data
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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.