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. 2021 Jul 22;9(7):e30115. doi: 10.2196/30115

Table 2.

Classifiers used for automatic feature selection.

Classifier and text class Accuracy Macro average F1a Precision Recall F1
Ridge classifier 0.925 0.89



Adult-oriented readings

0.99 0.91 0.95

Children-oriented readings

0.74 0.97 0.84
SVMb 0.93 0.89



Adult-oriented readings

0.95 0.96 0.96

Children-oriented readings

0.84 0.8 0.82
XGBc 0.94 0.90



Adult-oriented readings

0.95 0.98 0.96

Children-oriented readings

0.91 0.78 0.84

aF1 = 2 × [(precision × recall) / (precision + recall)].

bSVM: support vector machine.

cXGB: extreme gradient boosting.