Table 12 FOG detection: One-freezer-held-out cross validation for the 2-layer LSTM model with and without most frequent freezer
With P07’s data in training set | Without P07’s data in training set | |||
|---|---|---|---|---|
Held out participant | Sensitivity (%) | Specificity (%) | Sensitivity (%) | Specificity (%) |
1 | 83.0 | 92.5 | 42.2 | 93.8 |
2 | 77.2 | 90.3 | 82.3 | 90.0 |
3 | 72.5 | 92.8 | 61.1 | 95.0 |
6 | 85.9 | 90.2 | 63.5 | 94.4 |
8 | 86.2 | 81.2 | 81.4 | 85.8 |
9 | 92.2 | 89.8 | 92.4 | 87.4 |
Mean ± SD | 82.8 ± 6.4 | 89.5 ± 3.9 | 70.5 ± 16.7 | 91.1 ± 3.6 |