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. Author manuscript; available in PMC: 2018 Jul 16.
Published in final edited form as: Spat Demogr. 2015 May 14;1(2):202–218. doi: 10.1007/BF03354899

Table 4.

Marginal probability effect estimates from multilevel regression modeling of endoscopy utilization in 8 states

CA CT lA KY LA NJ NM UT
Variable 5% file 100% file 5% file 100% file 5% fOe 100% file 5% file 100% file 5% file 100% file 5% file 100% file 5% file 100% fUe 5% file 100% file
age75–84 −0.061 −0.059 −0.110 −0.112 −0.075 −0.075 −0.069 −0.075 −0.063 −0.056 −0.071 −0.067 −0.081 −0.069 −0.122 −0.115
age 85+ −0.210 −0.223 −0.347 −0.323 −0.253 −0.253 −0.258 −0.238 −0.190 −0.193 −0.222 −0.225 −0.231 −0.255 −0.264 −0.299
Female −0.007* −0.018 −0.031 −0.040 . −0.005 0.024 0.024 0.016* 0.005 −0.039 −0.042 . 0.007 −0.044 −0.021
African American −0.019* −0.026 . . . . . −0.030 −0.051 −0.073 . −0.007 −0.125 −0.043 . .
Hispanic −0.062 −0.055 . . . . . . . −0.052 0.069 0.051 −0.053 −0.039 . −0.064
Asian . 0.007 −0.163 −0.046 −0.404 −0.063 . . . −0.100 −0.130 −0.084 . . . .
Native American −0.099 −0.063 . . . . . −0.211 . . . . −0.210 −0.205 . .
Other race/ethnicity −0.034 −0.039 . −0.036 −0.199 −0.061 . . . −0.084 . −0.038 . −0.138 −0.185 −0.081
disability was the original reason for Medicare entitlement . −0.019 . −0.051 . −0.023 . −0.014 . −0.008 . −0.016 . −0.036 . −0.033
have state buy-in to help purchase Part B coverage −0.001 −0.001 −0.001 −0.001 −0.001 −0.001 −0.001 −0.001 −0.001 0.000 0.000 −0.001 −0.001 −0.001 −0.002 −0.001
moved to new residence . −0.010 −0.039 −0.017 . −0.010 . . . . . . . −0.010 . .
miles to closest endoscopy provider −0.001 −0.001 . . . 0.000 . −0.001 . . −0.005 −0.003 . −0.001 . −0.001
isolation index - African American . . −0.002 −0.001 . −0.002 −0.001 −0.001 . 0.001 . 0.000 . 0.007 . −0.005
isolation index - Hispanic −0.001 −0.001 . . −0.005 −0.003 . −0.002 . . . 0.000 . −0.001 . .
isolation index - Asian 0.000* 0.000 0.008 0.009 0.008 0.007 0.011* 0.003 . −0.005 0.001 0.001 . −0.034 . .
isolation index - Native American . −0.001 . . . . . . . −0.003 . 0.006 . −0.001 . .
proportion workers who commute 60 minutes or more each way to work . −0.001 0.004 0.003 −0.010 −0.009 . −0.003 −0.004 −0.004 . 0.001 . . . .
proportion elderly with no/poor English language ability −0.001 −0.001 . 0.000 . −0.001 . 0.000 . 0.001 −0.001 −0.001 . 0.000 . 0.000
Medicare managed care penetration in 1998 . 0.001 −0.005* . . 0.001 . −0.001 0.001 0.001 . −0.001 . 0.002 . .
proportion county population in rural tracts −0.001 0.000 . 0.000 . 0.000 . 0.000 . 0.000 . . . −0.001 . −0.001
poverty rate 0.001 0.002 . . . 0.002 −0.005 −0.004 −0.003* −0.002 . −0.002 . 0.001 . −0.007
Endoscopy providers per thousand elderly 0.002 0.002 0.001 0.001 0.000 0.000 0.000 0.000 0.000 0.000 . 0.000 0.001 0.001 . 0.001
oncologists per thousand elderly . −0.027 . −0.139 . . . 0.075 −0.196 −0.115 0.123* . . . . .
Model prediction success rate 0.626 0.619 0.594 0.591 0.602 0.609 0.623 0.623 0.635 0.624 0.618 0.605 0.664 0.660 0.597 0.589