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Activity Number: 458
Type: Topic Contributed
Date/Time: Wednesday, August 5, 2009 : 10:30 AM to 12:20 PM
Sponsor: Section on Health Policy Statistics
Abstract - #305069
Title: Random Coefficients Models for Subgroup Differences in Surveys of Health Care Quality
Author(s): Alan M. Zaslavsky*+ and A. James O'Malley
Companies: Harvard Medical School and Harvard Medical School
Address: Department of Health Care Policy, Boston, MA, 02115,
Keywords: CAHPS ; healthcare quality surveys ; random coefficients ; Bayesian ; Medicare
Abstract:

In healthcare quality surveys, differences in coefficients of casemix variables across units suggest that units treat patients with distinct characteristics differently. We fitted random-coefficients models to data from CAHPS(R) surveys of elderly beneficiaries in over 200 Medicare health plans. The intercept and coefficients of 3 patient characteristics (age, health status, and education) were modeled for 8 quality measures. In a Bayesian Fay-Herriott-type model, level 1 used design-based estimates of sampling covariances. The correlation matrix of the random coefficients was nearly separable, the Kronecker product of matrices for associations across predictors and across outcome measures. We determined which coefficients varied most substantially and their relationships to selective enrollment. 3-level models assessed regional variation and intertemporal stability of quality patterns.


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