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. 2024 Sep 26;12:e59469. doi: 10.2196/59469

Table 4.

Performance metrics of convolutional long short-term memory for chewing detection with multiple combinations of sensor data. Precision, recall, and F1-score are calculated for the eating class.

Sensor combination Precision Recall F1-score
Temple 0.83 0.84 0.83
Cheek 0.92 0.88 0.90
Temple+cheek 0.92 a 0.89 0.91
Left temple+left cheek 0.9 0.86 0.88
Right temple+right cheek 0.89 0.89 0.89

aThe selected combination shows the best results based on the F1-score.