Table 4.
Factors associated with a missed diagnosis of stroke (based on prior ED treat-and-release visits for dizziness or headache 30 days before stroke admission) among all patientsa aged > = 18 years admitted to inpatient care for stroke: generalized estimating equation (GEE) results, 2009.
| Data element | Value | EST | SE | Z | p | OR | LCL | UCL |
|---|---|---|---|---|---|---|---|---|
| Patient characteristics | ||||||||
| Sex | 0: Male | –0.29 | 0.05 | –6.16 | <0.001 | 0.75 | 0.68 | 0.82 |
| 1: Female | ||||||||
| Age group, years | 45–64 | –0.85 | 0.07 | –12.99 | <0.001 | 0.43 | 0.38 | 0.49 |
| 65–74 | –1.26 | 0.11 | –11.58 | <0.001 | 0.28 | 0.23 | 0.35 | |
| 75 and over | –1.68 | 0.12 | –14.56 | <0.001 | 0.19 | 0.15 | 0.23 | |
| 18–44 | ||||||||
| Race/ethnicity | Black | 0.17 | 0.07 | 2.39 | 0.02 | 1.18 | 1.03 | 1.35 |
| Hispanic | 0.27 | 0.08 | 3.27 | <0.001 | 1.30 | 1.11 | 1.53 | |
| Asian/Pacific Islander | 0.25 | 0.11 | 2.30 | 0.02 | 1.29 | 1.04 | 1.60 | |
| White | ||||||||
| Payer | Medicare | –0.41 | 0.10 | –4.30 | <0.001 | 0.66 | 0.55 | 0.80 |
| Medicaid | –0.36 | 0.09 | –3.89 | <0.001 | 0.70 | 0.58 | 0.84 | |
| Uninsured | 0.01 | 0.09 | 0.11 | 0.91 | 1.01 | 0.85 | 1.20 | |
| Other | –0.46 | 0.15 | –2.98 | 0.003 | 0.63 | 0.47 | 0.85 | |
| Private insurance | ||||||||
| Income quartile | Lowest income < 40K | 0.06 | 0.08 | 0.75 | 0.45 | 1.06 | 0.90 | 1.25 |
| Low income 40K to < 50K | 0.05 | 0.08 | 0.65 | 0.52 | 1.05 | 0.90 | 1.23 | |
| Moderate income 50K– < 66K Highest income ≥ 66K | 0.05 | 0.08 | 0.61 | 0.54 | 1.05 | 0.90 | 1.23 | |
| Comorbidities | Range: 0 – 13 | –0.07 | 0.02 | –4.00 | <0.001 | n/a | n/a | n/a |
| Hospital characteristics | ||||||||
| Region | Midwest | –0.17 | 0.15 | –1.1 | 0.27 | 0.84 | 0.62 | 1.14 |
| South | –0.12 | 0.13 | –0.93 | 0.35 | 0.88 | 0.68 | 1.14 | |
| West | –0.03 | 0.12 | –0.24 | 0.81 | 0.97 | 0.77 | 1.22 | |
| Northeast | ||||||||
| Population size | Small metropolitan | –0.26 | 0.09 | –2.94 | 0.003 | 0.77 | 0.65 | 0.92 |
| Micropolitan | 0.21 | 0.15 | 1.41 | 0.16 | 1.23 | 0.92 | 1.64 | |
| Rural | 0.06 | 0.24 | 0.24 | 0.81 | 1.06 | 0.67 | 1.68 | |
| Large metropolitan | ||||||||
| Ownership | Public | –0.01 | 0.12 | –0.10 | 0.92 | 0.99 | 0.78 | 1.25 |
| Private, for–profit | –0.22 | 0.12 | –1.93 | 0.05 | 0.80 | 0.64 | 1.00 | |
| Private, not-for-profit | ||||||||
| Teaching Status | Nonteaching | 0.37 | 0.11 | 3.24 | <0.001 | 1.45 | 1.16 | 1.82 |
| Teaching | ||||||||
| Hospital workflow (annual average) | ||||||||
| Inpatient occupancy rate (annual) | Low ≤ 0.5 | 0.00 | 0.13 | 0.03 | 0.98 | 1.00 | 0.78 | 1.29 |
| Moderate > 0.5, < 0.7 | 0.11 | 0.11 | 0.94 | 0.35 | 1.11 | 0.89 | 1.39 | |
| High ≥ 0.7 | ||||||||
| ED volume (annual) | Low ≤ 29,124 | 0.45 | 0.17 | 2.69 | 0.007 | 1.57 | 1.13 | 2.18 |
| Moderate 29,125–64,434 | 0.10 | 0.10 | 1.02 | 0.31 | 1.11 | 0.91 | 1.36 | |
| High ≥ 64,435 | ||||||||
| Percent admitted from ED (annual) | Low ≤ 11.82% | 0.44 | 0.15 | 2.88 | .004 | 1.55 | 1.15 | 2.09 |
| Moderate > 11.82%, < 19.46% | 0.21 | 0.11 | 1.95 | 0.05 | 1.24 | 1.00 | 1.54 | |
| High ≥ 19.46% | ||||||||
| ED visit characteristics (day of initial treat-and-release visit) | ||||||||
| Weekend | Monday–Friday | 0.11 | 0.05 | 2.09 | 0.04 | 1.11 | 1.01 | 1.23 |
| Saturday–Sunday | ||||||||
| ED crowding on day of visit (percentile) | 0–20th percentile | –0.02 | 0.07 | –0.33 | 0.75 | 0.98 | 0.84 | 1.13 |
| 21 – 40th percentile | 0.04 | 0.07 | 0.5 | 0.62 | 1.04 | 0.90 | 1.19 | |
| 41 – 60th percentile | 0.04 | 0.07 | 0.52 | 0.60 | 1.04 | 0.90 | 1.20 | |
| 61 – 80th percentile | 0.08 | 0.07 | 1.18 | 0.24 | 1.08 | 0.95 | 1.23 | |
| 61 – 80th percentile | ||||||||
| ED admit rate on day of visit (percentile) | 0 – 20th percentile | 1.85 | 0.16 | 11.72 | <0.001 | 6.34 | 4.66 | 8.63 |
| 21 – 40th percentile | 0.91 | 0.11 | 8.03 | <0.001 | 2.48 | 1.99 | 3.10 | |
| 41 – 60th percentile | 0.61 | 0.10 | 6.05 | <0.001 | 1.85 | 1.51 | 2.25 | |
| 61 – 80th percentile | 0.34 | 0.08 | 4.04 | <0.001 | 1.40 | 1.19 | 1.66 | |
| 81 – 100th percentile | ||||||||
| Patient left against advice | Against medical advice | 1.08 | 0.14 | 7.50 | <0.001 | 2.94 | 2.22 | 3.89 |
| Not against advice | ||||||||
187,188 of 198,819 trials used; number of events used = 2088 of 2243 (records with missing data excluded); exchangeable correlation structure (working correlation = 0.002); 1016 clusters (facilities). EST, estimate; SE, standard error; Z, Z score; p, probability level; OR, odds ratio; LCL, lower confidence limit; UCL, upper confidence limit.
This is a patient-level analysis of inpatient stroke admissions, with and without a prior treat-and-release ED visit for dizziness or headache within 30 days of the stroke admission; only a single ‘initial’ ED visit (the most proximate to the ‘index’ stroke admission) is considered.