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The comparison of three different strategies for the computation of the final score revealed that scores best achieved prediction of mortality if all scoring points awarded for each parameter had been summed up (strategy C), equally applying for full and observation-restricted scoring.
We defined the best precision threshold as the P-value cut-off that achieved prediction of a maximal proportion of true positives while requiring at least one false positive gene.
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The analysis of PB2 adds significantly to achieve prediction of the oocyte ploidy.
In particular, the IP objective function fit in well with the sum of the posterior probabilities that consider many complex loop energies necessary to achieve prediction of good quality.
Similarly, the GEMS-SVM classifier with the 6 predictive genes achieved prediction accuracies of 88.9%, 87.5% and 89.8% respectively for three acetaminophen data sets from NCT008, NTP and NCT informatics challenge.
We constructed classifiers to distinguish between the baseline and post-intervention states (Supplementary Methods) and achieved prediction accuracies of 96% for the vacation effect (area under the receiver operating characteristic curve, or AUROC, equal to 0.98) and 85% for the meditation effect (AUROC=0.93; Supplementary Figure S1), supporting the potential for blood-based wellness biomarkers.
The orthology based method achieved prediction accuracy of 83.86%, and among the novel predictions, it only covered 56.35% of our novel discoveries.
After applying the RD threshold of 3.03 Å to discriminate the exposed (< = 3.03 Å) and buried (>3.03 Å) residues in the current dataset, we achieved prediction accuracies of 74.1% and 82.9% for exposed and buried residues, respectively, with the overall prediction accuracy of 78.2%.
It is then possible to examine if the achieved prediction results of the original data set are significantly different than random predictions.
The achieved prediction ability was 76.1% of cross-validated grouped cases correctly classified.
"We achieve prediction accuracy of up to 94percenttheythey say.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com