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. 2021 Feb 25;16(2):e0245909. doi: 10.1371/journal.pone.0245909

Table 20. Models performance for SS2 using BoW.

Model Accuracy Class Precision Recall F1 score
RF 0.91 0 0.86 0.99 0.92
1 0.95 0.85 0.90
2 0.97 0.87 0.92
macro avg 0.93 0.90 0.91
weighted avg 0.92 0.91 0.91
XGboost 0.91 0 0.87 0.95 0.91
1 0.94 0.87 0.90
2 0.94 0.89 0.92
macro avg 0.92 0.91 0.91
weighted avg 0.91 0.91 0.91
SVC 0.87 0 0.82 0.94 0.88
1 0.88 0.80 0.84
2 0.93 0.84 0.88
macro avg 0.88 0.86 0.87
weighted avg 0.87 0.87 0.87
ETC 0.92 0 0.88 0.99 0.93
1 0.95 0.88 0.91
2 0.98 0.88 0.93
macro avg 0.93 0.92 0.92
weighted avg 0.93 0.92 0.92
DT 0.91 0 0.92 0.97 0.94
1 0.93 0.91 0.92
2 0.93 0.90 0.92
macro avg 0.93 0.93 0.93
weighted avg 0.93 0.93 0.93