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

Table 5.

Performance metrics of convolutional long short-term memory for chewing detection with various window sizes. Precision, recall, and F1-score are calculated for the eating class.

Window size Precision Recall F1-score
2 seconds 0.90 0.86 0.88
4 seconds 0.92 0.89 0.91
6 seconds 0.93 0.92 0.92
10 seconds 0.93 a 0.94 0.93
15 seconds 0.92 0.94 0.93

aBest performing result.