Whether or not some doctors are indeed withholding testing for fear of an increase in abortions remains to be seen, but there is early concern about the role Zika will play in the US's already heated debate over the issue.
Also shown is the average accuracy of the top 5 models on the withheld test data.
The top model from each method, when applied to the withheld test data, correctly classified 10 of 12 samples (83.3%).
Using the training/validation trials to select a top pathway (or top 5), we then test how well that pathway classifies the withheld test data.
The features selected by the top performing pathway, pathway-pair, and SSVM model yielded classifiers exhibiting the same accuracy when tested against the withheld test data, correctly classifying 27 of 34 test samples (79.4%).
In summary, the pathway, pathway-pair, and SSVM feature selections were found to perform comparably on the withheld test data for the lung cancer, prostate cancer, and BCell lymphoma data sets.
We used cross-validation on two benchmark datasets to evaluate D iscern performance in catalytic site prediction, reporting the average recall and precision in the withheld test sets in each partition.
The mean and standard deviation of 50 cross-validated trials are shown, followed by the accuracy of the best model from the validation trials applied to withheld test data.
Data exclusivity is a period when a patent holder may withhold test data from generic manufacturers thereby constraining the ability to manufacture it (although this may be voluntary for developing countries) [ 127, 128].
Subsequently: 1) the Kendall tau rank correlation coefficient was calculated over the remaining training data; 2) the features were ranked by absolute tau- score and the top N were selected; and 3) these selected features were used to train the classifier and predict the categories of the withheld test examples.
The AUC was calculated on a withheld test set comprised of 25% of the data for each reservoir The most important ecological variables for determining the ecological niche of the monkeypox virus were forest vegetation and the presence of the rope squirrel.
