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Table 3 Classification performance of classifiers trained on different combinations of IL-6 and -8 features.

From: Supervised prediction of drug-induced nephrotoxicity based on interleukin-6 and -8 expression levels

  Classifier IL-6 only IL-8 only Both IL-6 and -8
Balanced accuracy (%) SVM 74.1 81.4 81.6
  RF 72.8 82.8 87.8
Sensitivity (%) SVM 66.4 78.5 78.7
  RF 70.5 86.3 89.4
Specificity (%) SVM 81.8 84.2 84.2
  RF 75.3 79.2 85.9
  1. (SVM=support vector machine, RF=random forest classifier. The values were estimated using a 3-fold cross validation procedure with 10 random trials, and averaged across three batches of HPTCs.)
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