Table 1:
Top-25 variables of L1-regularized logistic regression model by coefficient magnitude.
| Coef | Window | Category | Variable |
|---|---|---|---|
| 0.90 | 6 Months | Exacerbations | Asthma exacerbation |
| 0.48 | Ever | Prescription meds | Corticosteroids |
| 0.41 | Ever | Diagnoses | V58.65: Long-term (current) use of steroids |
| 0.35 | Ever | Exacerbations | Asthma exacerbation |
| 0.29 | Ever | Procedures | Periodic preventive medication, infant |
| -0.27 | Ever | Problem diagnoses | 493.90: Unspecified asthma |
| -0.22 | Ever | Diagnoses | 493.81: Exercise induced bronchospasm |
| -0.22 | Ever | Problem diagnoses | 493.00: Extrinsic asthma, unspecified |
| 0.21 | Ever | Procedures | Hospital discharge day management < 30 min |
| -0.21 | Ever | Diagnoses | 493.90: Unspecified asthma |
| -0.18 | N/A | Demographics | Race: White |
| 0.18 | Ever | Administered meds | Anticholinergics |
| -0.17 | Ever | Procedures | Office outpatient visit < 5 min |
| 0.17 | 6 Months | Procedures | Office outpatient visit < 15 min |
| 0.17 | Ever | Procedures | Breathing capacity test |
| -0.16 | Ever | Diagnoses | V03.89: Other specified vaccination |
| 0.15 | 6 Months | Charges | IV infusion therapy/prophylaxis |
| 0.15 | 6 Months | Diagnoses | 493.90: Unspecified asthma |
| -0.14 | Ever | Procedures | Urinalysis |
| 0.13 | Ever | Prescription meds | Penicillin Combinations |
| -0.13 | Ever | Procedures | Office outpatient visit < 15 min |
| 0.12 | Ever | Procedures | Residual lung capacity |
| 0.12 | Ever | Diagnoses | 493.92: Unspecified asthma with acute exbn |
| 0.12 | Ever | Charges | HB-visit units 46+ minutes room usage |
| 0.12 | N/A | Demographics | Age: 55-60 Years |