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

Table 19. Models performance for SS1 using BoW.

Model Accuracy Class Precision Recall F1 score
RF 0.87 0 0.77 0.98 0.86
1 0.92 0.77 0.84
2 0.96 0.84 0.90
macro avg 0.89 0.86 0.87
macro avg 0.88 0.87 0.87
XGboost 0.86 0 0.80 0.90 0.85
1 0.89 0.79 0.84
2 0.90 0.86 0.88
macro avg 0.86 0.85 0.86
macro avg 0.86 0.86 0.86
SVC 0.82 0 0.75 0.90 0.82
1 0.84 0.74 0.79
2 0.91 0.82 0.86
macro avg 0.83 0.82 0.82
weighted avg 0.83 0.82 0.82
ETC 0.88 0 0.79 0.98 0.87
1 0.93 0.78 0.85
2 0.95 0.85 0.90
macro avg 0.89 0.87 0.87
weighted avg 0.89 0.88 0.88
DT 0.85 0 0.81 0.89 0.85
1 0.86 0.81 0.83
2 0.90 0.85 0.87
macro avg 0.86 0.85 0.85
weighted avg 0.86 0.85 0.85