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. 2026 Jul 21;16:33171. doi: 10.1038/s41598-026-62064-7

Table 4.

Table showing the performance of the proposed model with different fractions of the training data. The total number of labeled 20-second segments is 173160.

Training data percentage # Labeled segments Test precision Test recall Test F1
5% 8658 0.9350 0.7289 0.8192
10% 17316 0.9353 0.7166 0.8115
25% 43290 0.9281 0.7913 0.8543
50% 86580 0.9214 0.7956 0.8538
75% 129870 0.9184 0.7952 0.8524
90% 155844 0.9331 0.8007 0.8618