Table 13 FOG detection: One-freezer-held-out cross validation for the 3-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 | 83.6 | 86.3 | 71.3 | 93.1 |
2 | 83.5 | 90.1 | 63.8 | 91.4 |
3 | 71.7 | 92.0 | 60.1 | 94.3 |
6 | 86.9 | 90.7 | 78.1 | 92.8 |
8 | 87.6 | 74.7 | 88.2 | 79.5 |
9 | 93.6 | 88.6 | 99.7 | 86.8 |
Mean ± SD | 84.5 ± 6.6 | 87.1 ± 5.8 | 76.9 ± 13.7 | 89.7 ± 5.1 |