TABLE 6.
Base Model | Augmented Model | |||||||
---|---|---|---|---|---|---|---|---|
Coefficient | 95% CI | P Value | Coefficient | 95% CI | P Value | |||
Log (total charges) | ||||||||
DCCM intervention in post-index period | -0.423 | -0.779 | -0.068 | 0.019 | -0.423 | -0.768 | -0.079 | 0.016 |
DCCM group assignment | 1.089 | 0.822 | 1.356 | < 0.001 | 0.803 | 0.533 | 1.073 | < 0.001 |
Post-index period (reference pre-index) | 0.441 | 0.207 | 0.675 | < 0.001 | 0.441 | 0.214 | 0.668 | < 0.001 |
Baseline HbA1c | -0.122 | -0.171 | -0.074 | < 0.001 | -0.107 | -0.156 | -0.059 | < 0.001 |
Other covariatesb | No | Yes | ||||||
Log (inpatient charges) | ||||||||
DCCM intervention in post-index period | -0.142 | -0.610 | 0.326 | 0.552 | -0.142 | -0.608 | 0.324 | 0.550 |
DCCM group assignment | 0.609 | 0.257 | 0.962 | 0.001 | 0.436 | 0.071 | 0.801 | 0.019 |
Post-index period (reference pre-index) | 0.061 | -0.248 | 0.370 | 0.698 | 0.061 | -0.246 | 0.368 | 0.697 |
Baseline HbA1c | 0.019 | -0.045 | 0.083 | 0.553 | 0.022 | -0.044 | 0.087 | 0.511 |
Other covariatesb | No | Yes | ||||||
Log (outpatient charges) | ||||||||
DCCM intervention in post-index period | -0.419 | -0.757 | -0.081 | 0.015 | -0.419 | -0.747 | -0.092 | 0.012 |
DCCM group assignment | 1.024 | 0.770 | 1.279 | < 0.001 | 0.750 | 0.493 | 1.007 | < 0.001 |
Post-index period (reference pre-index) | 0.474 | 0.251 | 0.697 | < 0.001 | 0.474 | 0.258 | 0.690 | < 0.001 |
Baseline HbA1c | -0.130 | -0.177 | -0.084 | < 0.001 | -0.115 | -0.161 | -0.069 | < 0.001 |
Other covariatesb | No | Yes |
a Variable of interest in this difference-in-difference model is variable representing DCCM group in the post-index period, which is the interaction term between DCCM intervention group assignment and a variable indicating the post-index period.
b Other covariates include age, race, gender, pre-index use of metformin or insulin, number of diabetes classes used pre-index date, and history of retinopathy or chronic kidney disease. See Appendix C (available in online article) for coefficients for other covariates.
CI = confidence interval; DCCM = diabetes collaborative care management; GLM = general linear model; HbA1c = hemoglobin A1c.