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. 2012 Jul 20;48(2 Pt 1):603–627. doi: 10.1111/j.1475-6773.2012.01447.x

Table 5.

Falsification Test Results Using Behavioral Risk Factor Surveillance System 2004–2005: Obesity-Prevention Services by LHD and Flu Vaccination (Dependent Variable: Flu Vaccination)

Pooled Sample Men Women



Regressor of Interest CE p-Value SE PM CE p-Value SE PM CE p-Value SE PM
All-income levels
N = 414,359 N = 165,773 N = 248,586



 q67a −0.0209 <.0001 0.0007 −0.0041 −0.0171 <.0001 0.0010 −0.0029 −0.0171 <.0001 0.0009 −0.0034
 q67f −0.0377 <.0001 0.0017 −0.0072 −0.0809 <.0001 0.0025 −0.0134 −0.0045 0.0688 0.0025 −0.0011
Low-income sample (income <$35,000
N = 118,720 N = 40,567 N = 78,153



 q67a −0.0072 <.0001 0.0013 −0.0013 0.1282 <.0001 0.0020 0.0182 −0.1230 <.0001 0.0018 −0.0224
 q67f −0.1985 <.0001 0.0036 −0.0389 −0.4022 <.0001 0.0059 −0.0648 −0.0637 <.0001 0.0052 −0.0130

Control variables include the following: at individual-level, household size and its squared term, number of children and its squared term, 5-year interval age indicators, gender (when pooled), marital status, education, employment, income, race, interview month; at county/local health department level, health department organization, county urbanization code, county-level median household income variable; and an indicator of year 2005 (baseline: year 2004).

The model used is a multilevel logistic regression with three levels: individual, county, and state. State specific intercepts are assumed to be fixed.

CE, coefficient estimate; DV, dependent variable; PM, predicted marginal (calculated as the difference in the changes of the predicted probabilities of [morbid] obesity from 2004 to 2005 between those residing in counties with a positive response to q67a and those residing in counties with a negative response).