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. Author manuscript; available in PMC: 2025 Apr 29.
Published in final edited form as: Am J Manag Care. 2024 Nov;30(11):548–554. doi: 10.37765/ajmc.2024.89625

Table 4.

Subgroup Analyses of Rising-Risk, High-Risk, and Highest-Risk Patients, for (A) All Acute Hospital Encounters and (B) Potentially Preventable Acute Hospital Encountersa

A. All acute hospital encounters
Rising risk only High risk only Highest risk only
HAs
IRR (95% CI)
ED visits
IRR (95%
CI)
HAs
IRR (95% CI)
ED visits
IRR (95%
CI)
HAs
IRR (95% CI)
ED visits
IRR (95%
CI)
Level change, control cohorts 0.58 (0.52-0.66) 0.61 (0.55-0.68) 0.57 (0.43-0.75) 0.70 (0.57-0.87)
Level change, intervention cohort 0.45 (0.37-0.56) 0.54 (0.46-0.63) 0.54 (0.34-0.85) 0.53 (0.38-0.75)
Difference in level changes 0.70 (0.50-0.98) 0.58 (0.40-0.85) 0.77 (0.60-1.01) 0.88 (0.72-1.08) 0.95 (0.59-1.53) 0.76 (0.52-1.11)
Slope change, control cohorts 0.94 (0.92-0.96) 0.94 (0.92-0.95) 0.91 (0.87-0.95) 0.93 (0.90-0.96)
Slope change, intervention cohort 0.94 (0.91-0.98) 0.94 (0.92-0.97) 0.92 (0.85-1.00) 0.90 (0.85-0.97)
Difference in slope changes 1.01 (0.96-1.07) 1.05 (1.00-1.11) 1.00 (0.96-1.05) 1.00 (0.97-1.04) 1.01 (0.93-1.10) 0.97 (0.90-1.04)
B. Potentially preventable acute hospital encounters
Rising risk only High risk only Highest risk only
HAs
IRR (95% CI)
ED visits
IRR (95%
CI)
HAs
IRR (95% CI)
ED visits
IRR (95%
CI)
HAs
IRR (95% CI)
ED visits
IRR (95%
CI)
Level change, control cohorts 0.56 (0.49-0.64) 0.57 (0.42-0.77) 0.69 (0.54-0.89) 0.70 (0.44-1.13)
Level change, intervention cohort 0.44 (0.34-0.58) 0.63 (0.40-1.00) 0.36 (0.20-0.67) 0.68 (0.11-4.09)
Difference in level changes 0.76 (0.48-1.22) 0.85 (<0.01->99.99) 0.80 (0.60-1.06) 1.11 (0.63-1.95) 0.52 (0.27-1.00) 0.96 (0.15-6.25)
Slope change, control cohorts 0.97 (0.94-0.99) 0.97 (0.91-1.02) 0.92 (0.87-0.99) 0.93 (0.85- 1.01)
Slope change, intervention cohort 0.98 (0.94-1.03) 0.91 (0.84-0.98) 0.99 (0.89-1.10) 0.73 (<0.01->99.99)
Difference in slope changes 0.99 (0.93-1.06) 0.94 (<0.01->99.99) 1.02 (0.97-1.07) 0.94 (0.85-1.03) 1.07 (0.94-1.23) 0.79 (<0.01->99.99)

ED, emergency department; HA, hospital admission; IRR, incidence rate ratio.

a

The rising-risk analysis was performed using only the postintervention data because event rates were nearly zero by definition in this subset prior to intervention rollout.