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With one additional feature set (gMutation, Chromosome, or Pathway), the model achieved slightly better (0.58, 0.58, and 0.60, resp).
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Comparative results showed that the integrated model achieved only slightly higher prediction accuracies for most drugs in CCLE (Additional files 2 and 14), indicating the central role of gene expression in drug response prediction.
From this independent validation set of 1669 samples from 9 primary sites we could derive the point mutation and trinucleotide frequency feature sets, based on which our model achieved accuracy slightly lower than expected from the test set, yet still substantially higher than random classification (Fig. 5a).
The redesigned model was 95 kg lighter than its predecessor and achieved slightly better fuel economy.
Among various methods, a logistic model tree [ 52], which combines linear logistic regression with decision tree induction, was used, and achieved slightly lesser performance than SVM (results not shown here).
Managers who offered transparency achieved slightly higher returns.
Features based on ego-network structure achieved slightly lower accuracies.
A separate study has achieved slightly different results.
MiRNAClassify achieved slightly better performance than PlantMiRNAPred.
Mixtures achieved slightly greater yields than monocultures (Supplementary Data Fig. S5, Table S3; F1,24 = 9·87, P < 0·001).
Most subjects achieved slightly lower thresholds on their second trials compared to the first trials.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com