Table 4.
Log-Transformed Linear Regression Model Comparing Drivers of Healthcare Expenditures Among Patients with Newly Diagnosed Diabetes in 2009 and 2011
| Parameter | Estimate | SE | t value | P value |
|---|---|---|---|---|
| Intercept | 6.187 | 0.04 | 143.79 | <.0001 |
| Newly diagnosed diabetic patients in 2009 | −0.034 | 0.02 | −1.54 | .1259 |
| Age | 0.004 | 0.0008 | 4.81 | <.0001a |
| Utilization variable | ||||
| Home health agency expenses | 0.000 | 0.0001 | 2.27 | .02a |
| Orthodontist | 0.220 | 0.01 | 15.47 | <.0001a |
| General dental visits | 0.056 | 0.01 | 6.9 | <.0001a |
| Hospital discharges | 0.645 | 0.02 | 39.28 | <.0001a |
| Nights in hospital | 0.040 | 0.00 | 22.69 | <.0001a |
| Ambulatory optometrist | 0.207 | 0.02 | 13.02 | <.0001a |
| Emergency department visits | 0.241 | 0.01 | 17.3 | <.0001a |
| Outpatient physician visits | 0.181 | 0.01 | 28.75 | <.0001a |
| Outpatient provider visits | 0.025 | 0.006 | 56.11 | <.0001a |
| Nonphysician visits | 0.023 | 0.003 | 8.18 | <.0001a |
| Physician visits | 0.044 | 0.002 | 19.6 | <.0001a |
| Prescription medication refills | 0.014 | 0.004 | 33.14 | <.0001a |
| Comorbidities | ||||
| Cancer | 0.162 | 0.02 | 6.7 | <.0001a |
| High cholesterol | 0.207 | 0.01 | 16.85 | <.0001a |
| Obesity | 0.140 | 0.02 | 6.38 | <.0001a |
| Arthritis | 0.113 | 0.02 | 5.5 | <.0001a |
| Asthma | 0.282 | 0.03 | 10.77 | <.0001a |
| Heart attack | 0.294 | 0.02 | 15.52 | <.0001a |
| Stroke | 0.158 | 0.05 | 3.36 | .001a |
| Insurance type | ||||
| Private insurance | 0.299 | 0.02 | 16.51 | <.0001a |
| Public insurance | −0.415 | 0.08 | −5.09 | <.0001a |
| Uninsured | −0.223 | 0.03 | −6.7 | <.0001a |
Significant estimates at P <.05 only.
SE indicates standard error.