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Factors statistically significant at p<0.0001 level in the full dataset minus participants who would not qualify for RCTs were retained in the model.
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Similar to the mammalian dataset, mini-barcodes of 109 bases were also capable of discriminating among more than 95% of the species in this bat dataset (Table 2).
With respect to 5-fold cross-validation, position-specific profiles were produced based on the above-mentioned datasets minus the corresponding validation subset in each of five rounds of training in order to avoid overestimation of the performance.
We then subdivided all training datasets into mini-batches, with 128 data vectors for unsupervised pre-training.
Mouse and human gene expression data were integrated and analyzed by hierarchical clustering using Z-score transformed expression values within each microarray dataset, the one minus un-centered correlation distance metric and complete linkage (GEO accession numbers: GSE25487 and GSE25488).
The method is designed to proactively seek and quantify significant information content in engineered mini-datasets.
Model bias was assessed through the mean error, with error for each observation in the validation dataset defined as the measured value minus the predicted value.
First, we intended to make the database available at the end of the project period in an online open access data repository minus any dataset in which the provider has requested the data not be further shared.
It is derived from the CSD and the refined set of PDBbind database minus the Vernalis dataset ligands to remove any bias.
Therefore a dataset of 37 variables (40 FCs minus A1, B1 and C1) was retained for subsequent analyses.
Each dataset was then mapped back to its respective genome (minus the first 2 nt) and the number of genomic bases covered was determined.
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