In-Person Primary Care Visits | Virtual Primary Care Visits | Adherence (Proportion of days covered) to Diabetes Medications | All-Cause Emergency Department Visits | All-Cause Medical/ Surgical Hospitalization | Hospitalization for Ambulatory Care Sensitive Condition | Hospitalization for Diabetes Domplications | |
---|---|---|---|---|---|---|---|
Coefficient | Coefficient | Coefficient | IRR | IRR | IRR | OR | |
Quarter | −0.05* | −0.02* | 0.003* | 0.97* | 0.99 | 0.99 | 0.98 |
(0.002) | (0.002) | (0.000) | (0.002) | (0.011) | (0.029) | (0.006) | |
Pandemic phase | |||||||
Prepandemic phase | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
Early pandemic phase | −0.68* | 0.88* | 0.001 | 0.80* | 0.79* | 0.77* | 0.77* |
(0.011) | (0.021) | (0.0001) | (0.006) | (0.018) | (0.023) | (0.027) | |
Midpandemic phase | 0.08* | 0.49* | −0.003 | 0.97* | 0.98 | 0.95 | 0.99 |
(0.015) | (0.019) | (0.002) | (0.014) | (0.019) | (0.034) | (0.048) | |
Patient factors | |||||||
Age group | |||||||
<65 years | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
65 to 70 years | 0.07* | 0.06* | 0.02* | 0.85* | 0.85* | 0.79 | 0.62* |
(0.007) | (0.008) | (0.001) | (0.034) | (0.021) | (0.332) | (0.016) | |
71+ years | 0.19* | 0.10* | 0.03* | 0.83* | 0.82* | 0.75 | 0.49* |
(0.008) | (0.009) | (0.001) | (0.013) | (0.025) | (0.372) | (0.013) | |
Gender | |||||||
Female | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
Male | 0.23* | −0.24* | 0.01* | 0.92 | 1.17 | 1.36 | 1.53* |
(0.016) | (0.022) | (0.002) | (0.033) | (0.083) | (0.314) | (0.081) | |
Race/ethnicity | |||||||
White | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
Black | −0.07* | −0.15* | −0.05* | 1.20* | 0.95 | 1.13 | 1.07 |
(0.019) | (0.022) | (0.002) | (0.066) | (0.048) | (0.079) | (0.032) | |
Hispanic | 0.01 | −0.10* | −0.03* | 1.26* | 1.09 | 1.04 | 1.10 |
(0.028) | (0.025) | (0.004) | (0.077) | (0.050) | (0.279) | (0.047) | |
Other | 0.01 | −0.004 | −0.02* | 1.01 | 1.00 | 1.03 | 1.02 |
(0.014) | (0.020) | (0.002) | (0.024) | (0.056) | (0.107) | (0.049) | |
Drive time to primary care (in miles) | −0.004* | −0.002* | <0.001 | 1.00 | 1.00 | 1.00 | 1.00 |
(0.0003 | (0.0005) | <0.001 | (0.001) | (0.001) | (0.002) | (0.001) | |
Rural/urban residence | |||||||
Urban | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
Rural | 0.051* | 0.10* | 0.01* | 0.77* | 0.90* | 0.89 | 0.83* |
(0.019) | (0.026) | (0.002) | (0.041) | (0.041) | (0.142) | (0.026) | |
Marital status | |||||||
Currently married | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
Divorced/separated | −0.001 | −0.05* | −0.02* | 0.97 | 1.03 | 1.13* | 1.22* |
(0.007) | (0.008) | (0.001) | (0.020) | (0.031) | (0.037) | (0.028) | |
Single, never married | 0.020 | −0.10* | −0.02* | 0.99 | 1.06 | 1.17 | 1.39* |
(0.011) | (0.013) | (0.002) | (0.019) | (0.028) | (0.252) | (0.044) | |
Widowed | 0.12* | 0.02 | −0.01* | 1.00 | 1.05 | 1.12 | 1.25* |
(0.015) | (0.016) | (0.002) | (0.039) | (0.040) | (0.083) | (0.048) | |
VA enrollment priority | |||||||
Group 1 to 2 | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
Group 3 to 4 | 0.12* | 0.10* | −0.01* | 1.05 | 1.12 | 1.16 | 1.20* |
(0.012) | (0.013) | (0.002) | (0.021) | (0.089) | (0.139) | (0.039) | |
Group 5 to 6 | −0.005 | −0.09* | −0.02* | 1.07 | 1.17 | 1.31 | 1.33* |
(0.007) | (0.009) | (0.001) | (0.027) | (0.109) | (0.459) | (0.033) | |
Group 7 to 8 | −0.04 | −0.05 | −0.01* | 1.01 | 1.10 | 1.29 | 1.23* |
(0.016) | (0.020) | (0.003) | (0.028) | (0.072) | (0.246) | (0.072) | |
Elixhauser comorbidity score | 0.11* | 0.10* | −0.001* | 1.16* | 1.36 | 1.42 | 1.35* |
(0.005) | (0.003) | (<0.001) | (0.028) | (0.179) | (0.751) | (0.005) | |
Comorbid depression | 0.09* | 0.10* | −0.02* | 0.96 | 0.75 | 0.69 | 0.81* |
(0.008) | (0.009) | (0.001) | (0.020) | (0.139) | (0.339) | (0.019) | |
Clinic factors | |||||||
Clinic appointment wait time | −0.004 | 0.013 | <−0.001 | 1.01 | 0.98* | 0.98 | 0.99 |
(0.014) | (0.016) | (0.001) | (0.002) | (0.007) | (0.034) | (0.020) | |
Clinic ratio of telephone encounters | −0.03* | 0.28* | 0.001 | 1.04 | 1.01 | 1.03 | 1.04* |
(0.011) | (0.018) | (0.001) | (0.016) | (0.026) | (0.075) | (0.017) | |
Clinic use of telehealth | 0.014 | −0.042* | <−0.001 | 0.98 | 0.99* | 0.99 | 0.98 |
(0.013) | (0.015) | (0.001) | (0.009) | (0.004) | (0.019) | (0.018) | |
County rate of COVID-19 | 0.06* | −0.05* | −0.003* | 1.02* | 1.02 | 1.00 | 1.01 |
(0.003) | (0.005) | (0.0003) | (0.005) | (0.013) | (0.041) | (0.009) |
Outcomes for primary care use and adherence were estimated from linear regression models adjusting for quarter, patients’ sociodemographic characteristics, Elixhauser comorbidity, comorbid depression, distance to primary care site, rurality, clinic factors, and community rate of COVID infections. A Poisson model was used to estimate emergency department visits, all-cause, and ambulatory care-sensitive condition hospitalizations, whereas a logistic model was used to estimate hospitalization for diabetes complications. All results have standard errors reported in parentheses.
*P < .01.
Abbreviations: IRR, incidence rate ratio; VA, veterans affairs; OR, odds ratio.