TABLE 1.
Demographics, diagnosis and fraction of time spent in the four stages of patients contributing to the training, validation, and test set: total number of patients (N), number of males/females, mean age and standard deviation, number of patients with a suspected diagnosis of sleep apnea, idiopathic hypersomnia, non-organic hypersomnia, narcolepsy, insomnia, EDS with unclear cause, excessive tiredness, and others, and the fraction of time spent in wake, MSEs, MSEc, and ED.
| Training | Validation | Testing | |
| N | 53 | 12 | 11 |
| Male/Female | 35/18 | 6/6 | 9/2 |
| Age (mean ± SD years) | 45.99 ± 18.17 | 44.64 ± 20.56 | 44.92 ± 14.48 |
| Sleep apnea | 20 | 0 | 3 |
| Idiopathic hypersomnia | 2 | 1 | 1 |
| Non-organic hypersomnia | 1 | 0 | 0 |
| Narcolepsy | 4 | 1 | 1 |
| Insomnia | 1 | 0 | 0 |
| EDS with unclear cause | 18 | 4 | 4 |
| Excessive tiredness | 2 | 3 | 2 |
| Others | 5 | 3 | 0 |
| Fraction of time in | |||
| Wake | 0.89 | 0.85 | 0.91 |
| MSEs | 0.08 | 0.09 | 0.05 |
| MSEc | 0.01 | 0.01 | 0.01 |
| ED | 0.02 | 0.05 | 0.03 |