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. 2024 Jul 19;15:1371504. doi: 10.3389/fphar.2024.1371504

TABLE 3.

Comparison of LSTM and SLAC over different time steps. The results are expressed as a mean ± standard deviation. The better results are highlighted in bold.

Metric Model Time step 1 Time step 2 Time step 3 Time step 4 Time step 5
accuracy LSTM 1.00±0.00 0.66±0.03 0.80±0.04 0.84±0.05 0.74±0.02
SLVM 1.00±0.01 0.70±0.06 0.72±0.04 0.71±0.04 0.60±0.06
precision LSTM 1.00±0.00 0.72±0.01 0.86±0.06 0.90±0.05 0.62±0.03
SLVM 1.00±0.00 0.75±0.03 0.74±0.03 0.71±0.03 0.44±0.05
recall LSTM 1.00±0.00 0.86±0.06 0.83±0.05 0.82±0.08 0.61±0.03
SLVM 1.00±0.01 0.87±0.06 0.90±0.03 0.86±0.04 0.70±0.10
F1 score LSTM 1.00±0.00 0.79±0.03 0.84±0.03 0.85±0.05 0.62±0.03
SLVM 1.00±0.00 0.81±0.04 0.81±0.02 0.78±0.03 0.54±0.06