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. 2024 Mar 18;24:77. doi: 10.1186/s12911-024-02479-2

Table 4.

Model performance among the models of Threshold, Random Forest, and LSTM

Method
Classifications
Threshold (2-s) Random Forest (2-s) LSTM (30-s)
ACC:0.80 ACC:0.92 ACC:0.92
P R F1 P R F1 P R F1
Non-attention 1 0.78 0.88 0.95 0.96 0.96 0.96 0.92 0.94
Attention 0.34 0.98 0.50 0.67 0.60 0.63 0.83 0.92 0.87