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. Author manuscript; available in PMC: 2017 Mar 22.
Published in final edited form as: Diagnosis (Berl). 2014 Apr 3;1(2):155–166. doi: 10.1515/dx-2013-0038

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.

a

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.