Table 2.
Cross-validated Accuracy of LASSO Logistic Models
| Antidepressant | Prescribing the Antidepressant |
Remission from Antidepressant |
||||
|---|---|---|---|---|---|---|
| Prevalence | AROC | # Predictors | Prevalence | AROC | # Predictors | |
| Amitriptyline | 2.8% | 85.0% | 134 | 3.1% | 77.7% | 40 |
| Bupropion | 8.9% | 77.9% | 156 | 6.1% | 74.0% | 34 |
| Citalopram | 9.1% | 81.0% | 168 | 48.7% | 69.6% | 173 |
| Desvenlafaxine | 0.8% | 82.3% | 83 | 47.8% | 74.6% | 58 |
| Doxepin | 0.5% | 84.1% | 51 | 22.2% | 72.8% | 38 |
| Duloxetine | 4.4% | 79.7% | 118 | 39.1% | 69.2% | 129 |
| Escitalopram | 10.6% | 79.0% | 155 | 20.5% | 70.4% | 108 |
| Fluoxetine | 8.7% | 82.9% | 95 | 45.5% | 70.6% | 151 |
| Mirtazapine | 1.8% | 84.6% | 124 | 16.8% | 69.8% | 44 |
| Nortriptyline | 0.9% | 84.0% | 62 | 9.7% | 72.3% | 22 |
| Other | 24.0% | 77.4% | 206 | 35.1% | 72.6% | 232 |
| Paroxetine | 4.7% | 84.9% | 136 | 43.7% | 69.9% | 123 |
| Ropinirole | 0.6% | 90.5% | 55 | 33.9% | 68.5% | 47 |
| Sertraline | 12.3% | 81.9% | 122 | 49.3% | 70.5% | 195 |
| Trazodone | 4.6% | 79.3% | 105 | 3.0% | 78.5% | 24 |
| Venlafaxine | 5.3% | 77.2% | 72 | 48.9% | 71.0% | 138 |
AROC is Area under the Receiver Operating Curve. Separate models were conducted for each medication. Other category included combination of listed medications and medications not listed.