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The extant "policy and process safeguards" used by the agencies to control and regulate access to the datasets entail legal training, audit processes and disciplinary proceedings.
High dimensional datasets entail a high risk for re-identification despite meeting current privacy standards (e.g., HIPAA) –a common concern in the context of high dimensional biological datasets (e.g., genetics, MRI images).
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We analyzed samples from seasonal influenza in New York State collected by the Wadsworth Center, New York State Department of Health, and also datasets entailing temporally and geographically diverse information deposited in the Influenza Virus Resource of the National Center for Biotechnology Information (NCBI).
The large Me in the 1000 Genomes Project datasets entails stringent p-value thresholds below 5.0 × 10−8 for significant association.
As soon as the size and structure of a dataset entails that shortest trees are principally only encountered when at least a random addition search is performed, using the ratchet and the 90%-levels found here as a guideline seems a reasonable strategy.
Validation using an external dataset would entail calculating the prognostic index using the parameter estimates from this study cohort applied to the covariate values of the secondary dataset.
The boxplot has become the standard technique for presenting the 5-number summary of the distribution of a dataset, which entails the minimum and maximum range values, the upper and lower quartiles, and the median (Potter 2006).
Future work will entail using the method to analyse datasets for more heterogeneous food matrices.
Although differences between hemispheres were only statistically significant for mammals and reptiles when each taxonomic group was analyzed separately, partitioning our dataset by taxonomic group entailed a considerable loss of statistical power.
Meta-analysis entails the combination of different studies or datasets on the same research question and meta-analytic methods have been used across many different scientific disciplines [1], [2].
Future development with Flapjack will entail enhancing its visualizations to provide better support for very small datasets, primarily by enabling the display of all markers across the genome in a single view.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com