Table 1.
Error parameter | Primary test set (N = 198) | Embletta test set (N = 1959) | ||
---|---|---|---|---|
AHI | ODI | AHI | ODI | |
mean absolute error (events/hour)* | 1.41 | 1.17 | 2.23 | 1.34 |
median absolute error (events/hour)* | 0.78 | 0.68 | 1.35 | 0.76 |
min error (events/hour)* | 0 | 0 | 0 | 0 |
max error (events/hour)* | 9.45 | 8.36 | 40.1 | 34.5 |
median % error* | 15.0 | 14.5 | 25.6 | 10.1 |
misclassified: mean absolute error (events/hour) | 1.72 | 1.18 | 3.40 | 1.86 |
misclassified: median absolute error (events/hour) | 1.10 | 0.67 | 1.83 | 0.95 |
misclassified: median % error | 12.2 | 11.0 | 12.1 | 8.10 |
Mean absolute error, median absolute error, and median % error were also calculated separately for those patients who were misclassified to a wrong OSA severity category when using the neural network- estimated AHI and ODI. *Denotes that the error was calculated for the whole test set.