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Practice Site Heterogeneity within and between Medicaid Accountable Care Organizations
Zachary Dyer1, Matthew Alcusky1, Jay Himmelstein1
1Department of Population and Quantitative Health Sciences, UMass Chan Medical School, Worcester, MA 01655, USA.
Accountable Care Organizations (ACOs) show significant internal variation. Practice sites within ACOs, not just between them, exhibit diverse experiences and capacities for healthcare reform initiatives.
Area of Science:
- Health Services Research
- Healthcare Policy
- Organizational Studies
Background:
- Existing research often treats Accountable Care Organizations (ACOs) as monolithic entities.
- This overlooks crucial variations in the characteristics and experiences of individual practice sites within ACOs.
- Understanding practice-level heterogeneity is vital for effective healthcare reform.
Purpose of the Study:
- To characterize heterogeneity in experience, capacity, and process at the practice site level within and between Medicaid ACOs.
- To analyze variations in process change, prior alternative payment model experience, and high-quality care delivery capacity.
- To inform future research and program design by accounting for practice site characteristics.
Main Methods:
- Observational cross-sectional study utilizing a 2019 survey of 225 administrators from Massachusetts Medicaid ACO practice sites.
- Quantified response clustering by practice site within 17 Medicaid ACOs.
- Employed multilevel logistic models, calculating median odds ratios (MORs) and intraclass correlation coefficients (ICCs) to assess variation.
Main Results:
- Greater heterogeneity was observed *within* ACOs compared to *between* ACOs across all measured variables.
- Intraclass correlation coefficients (ICCs) were consistently low (≤ 0.26), indicating significant practice site variation.
- Findings held true regardless of practice site or ACO characteristics.
Conclusions:
- Medicaid ACOs exhibit considerable diversity in practice site experience and capacity for implementing healthcare initiatives.
- Future accountable care organization research and policy design must explicitly consider the heterogeneity of constituent practice sites.
- Tailoring interventions to individual practice site needs within ACOs may improve reform success.
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