Table 1 Performance characteristics of the transformer model on classifying control and OSA patients, grouped by results from validation and testing sets, using combined tmEMG and needle EMG data. OSA: obstructive sleep apnea
From: Deep learning enhanced transmembranous electromyography in the diagnosis of sleep apnea
Fold | Accuracy (validations) | Accuracy (test) | F1-Score (validations) | F1-Score (test) |
|---|---|---|---|---|
1 | 0.52 | 0.77 | 0.55 | 0.818 |
2 | 0.635 | 0.615 | 0.67 | 0.62 |
3 | 0.73 | 0.74 | 0.83 | 0.8 |
4 | 0.72 | 0.71 | 0.78 | 0.794 |