Table 2

Changes in Office Visits Associated With Proportional Increases in Secure Message Threads and Telephone Encounters

Model and VariableChange With 10% Increase in Secure Messaging Threads % (95% CI)Change With 10% Increase in Telephone Encounters % (95% CI)
Adjusted modela
Full study population1.25 (1.21–1.29)2.74 (2.70–2.77)
Interaction modela
Study period
 Baseline1.13 (0.89–1.38)2.93 (2.70–3.15)b
 PCMH implementation (Ref)1.14 (0.93–1.35)2.74 (2.55–2.93)
 Postimplementation1.20 (0.98–1.41)2.57 (2.38–2.77)c
Age-group, y
 18–441.28 (1.03–1.53)2.93 (2.70–3.17)b
 45–541.21 (0.99–1.43)2.94 (2.74–3.14)b
 55–64 (Ref)1.14 (0.93–1.35)2.74 (2.55–2.93)
 65–751.22 (0.93–1.50)2.81 (2.56–3.06)
Sex
 Female (Ref)1.14 (0.93–1.35)2.74 (2.55–2.93)
 Male1.18 (0.97–1.39)2.62 (2.43–2.81)c
Morbidity burden (ACG RUB)
 Moderate (Ref)1.14 (0.93–1.35)2.74 (2.55–2.93)
 High0.84 (0.62–1.06)c2.66 (2.46–2.86)c
 Very high0.69 (0.45–0.93)c2.72 (2.51–2.93)
Insurance type
 Commercial (Ref)1.14 (0.93–1.35)2.74 (2.55–2.93)
 Medicaid/state-subsidized1.00 (0.63–1.38)3.16 (2.83–3.48)b
 Medicare0.96 (0.68–1.23)2.78 (2.53–3.03)
  • ACG = adjusted clinical group; PCMH = patient-centered medical home; Ref = referent category; RUB=resource utilization band.

  • Note: Results are from log-linear regression models.

  • a Adjusted for age, sex, morbidity burden, insurance type, clinician network, well-care waiver, pharmaceutical coverage, education, income, baseline secure messaging use, hemoglobin A1c level, blood pressure, low-density lipoprotein cholesterol level, study period, calendar quarter, physician secure messaging, and physician telephone encounter use.

  • b Positive effect modification at P ≤.05, compared with referent category.

  • c Negative effect modification at P ≤.05, compared with referent category.