Table 4. Sensitivity Analysis of Results of the Two-Part Model of the Frequency of Nonemergent Emergency Department (ED) Visits, Including Individuals With Emergent ED Visits
Binary Hurdle Model (Logit)Zero-Truncated Negative Binomial Model
Coefficientt ValueCoefficientt Value
Constant−3.144*−3.80−17.107*−7.83
Predisposing characteristics
    Age, years
        45–64−0.620*−7.53−0.513*−2.28
        ≥65−0.686*−5.27−0.749*−2.02
    Female sex0.307*4.260.2091.09
    Race
        Black0.362*3.82−0.728*−3.52
        Other−0.110−0.78−0.900*−2.68
        Hispanic ethnicity−0.013−0.130.530*2.03
    Education
        High school0.1551.530.519*2.29
        Bachelor's degree or more−0.059−0.450.850*2.89
        Employed−0.021−0.220.1590.80
    Marital status
        Widowed0.0010.010.5121.52
        Divorced0.0350.30−0.182−0.62
        Separated0.304*2.000.2480.55
    Never married0.1091.110.2030.93
    Able to speak English0.2891.760.7881.55
    More likely to take risks0.0260.260.1610.73
    Can overcome illness without medical help−0.119−1.23−0.293−1.29
Enabling resources
    Income (% of poverty level)
        <100 (poor)0.652*4.770.1700.59
        100–199 (low income)0.468*3.780.0780.33
        200–399 (middle income)0.272*2.240.2951.14
    Health insurance
        Public0.1701.590.2971.40
        Uninsured0.1010.850.4811.85
    Region
        Midwest0.341*2.690.0140.05
        South0.1581.24−0.174−0.66
        West0.2021.51−0.027−0.09
        Urban MSA−0.105−1.030.2801.32
Need factors
    Health status
        Very good0.270*1.99−0.406−1.11
        Good0.738*5.350.0610.19
        Fair0.978*5.970.5931.56
        Poor1.502*7.450.7251.68
    Mental health
        Very good−0.201*−1.960.2550.96
        Good−0.050−0.430.2431.12
        Fair0.0300.22−0.121−0.42
        Poor−0.060−0.300.4471.08
    Hypertension−0.084−0.88−0.247−0.95
    Coronary heart disease−0.096−0.66−0.081−0.20
    Angina0.2070.941.017*1.99
    Myocardial infarction−0.024−0.130.1740.38
    Other heart disease0.0230.20−0.632−1.90
    Stroke−0.332*−2.10−0.507−1.41
    Emphysema−0.117−0.67−0.222−0.72
    High cholesterol0.0610.650.705*3.40
    Diabetes−0.014−0.120.3231.27
    Arthritis−0.036−0.410.1320.71
    Asthma−0.283*−2.92−0.324−1.60
Patient-provider communication
    USC asks about other treatments0.1451.60−0.119−0.58
    USC shows respect for treatments0.0400.460.1270.64
    USC asks person to help decide−0.060−0.670.2051.08
    USC explains options to person−0.146−1.08−0.332−0.94
    USC speaks language or provides interpreter services−0.350−0.88−2.130*−2.62
Access
    Transportation to USC
        Is driven−0.016−0.140.2280.96
        Public transportation0.1901.110.0810.25
        Walks or other−0.183−0.760.7281.50
    Time to USC
        15 to 30 minutes−0.073−0.97−0.196−1.05
        31 to 60 minutes−0.023−0.180.4041.16
        >60 minutes0.2961.291.014*2.53
    USC has office hours on nights and weekends0.0450.560.3071.91
    Difficulty getting to USC0.265*2.03−0.164−0.61
    Difficulty in contacting USC by phone0.1131.22−0.313−1.24
    Difficulty in contacting USC after hours0.163*2.040.390*2.01
  • * P < .05.

  • MSA, metropolitan statistical area; USC, usual source of care.