Table 3.
Internal Validity of Predictive Models for the Pittsburgh Sleep Quality Index ≥6 by Various Combinations of Predictors
| Number of Predictors | Subgroups | SEN (%) | SPE (%) | PPV (%) | NPV (%) |
|---|---|---|---|---|---|
| Full model | |||||
| 8 | Predictors: sleep quality, hypnotics use, sleep onset, lacking enthusiasm, sleep disruption, pain, sleepy activities, nightmare | ||||
| Low insomnia | 62.7 | 90.7 | 65.3 | 89.7 | |
| High insomnia | 64.4 | 98.8 | 81.5 | 97.2 | |
| High hypnotics | 58.9 | 95.9 | 59.7 | 95.7 | |
| Reduced models | |||||
| 5 | Predictors: sleep quality, hypnotics use, sleep onset, lacking enthusiasm, sleep disruption | ||||
| Low insomnia | 63.9 | 90.0 | 64.2 | 89.9 | |
| High insomnia | 62.3 | 98.9 | 82.1 | 97.1 | |
| High hypnotics | 49.6 | 96.4 | 59.0 | 94.9 | |
| 4 | Predictors: sleep quality, hypnotics use, sleep onset, lacking enthusiasm | ||||
| Low insomnia | 61.3 | 89.4 | 61.8 | 89.2 | |
| High insomnia | 55.5 | 99.3 | 86.2 | 96.6 | |
| High hypnotics | 60.6 | 94.6 | 53.8 | 95.9 | |
| 3 | Predictors: sleep quality, hypnotics use, sleep onset | ||||
| Low insomnia | 49.8 | 92.1 | 64.0 | 86.8 | |
| High insomnia | 51.8 | 99.5 | 90.0 | 96.3 | |
| High hypnotics | 77.2 | 91.4 | 48.2 | 97.5 | |
Abbreviations: SEN, sensitivity; SPE, specificity; PPV, positive predictive value; NPV, negative predictive value.