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. Author manuscript; available in PMC: 2014 Jan 28.
Published in final edited form as: J Aging Health. 2010 Sep 16;23(2):207–227. doi: 10.1177/0898264310381276

Table 3.

Multilevel Multinomial Regression Estimating Changes in Alcohol Use Over Time

Abstinence vs. moderate use
Heavy use vs. moderate use
Model 1a
Model 1b
Independent variables Coefficient p OR Coefficient p OR
Intercept 0.496 .000 1.642 −2.671 .002 0.069
Time-constant predictors
 Baseline age 0.349 .000 1.417 −0.031 .733 0.970
Time-varying predictors
 Time since baseline 0.307 .000 1.360 −0.144 .115 0.866
 Self-rated ill healtha 0.173 .000 1.189 −0.021 .737 0.979
 Functional impairmentb 0.201 .000 1.222 −0.140 .078 0.870
 Social isolationc −0.079 .013 0.924 0.241 .000 1.272
 Nonmarried −0.060 .081 0.942 0.130 .027 1.139
 Nonworking 0.033 .372 1.034 0.071 .286 1.074
 Nonsmoking 0.262 .000 1.300 −0.369 .000 0.691
 Sedentarinessd 0.116 .001 1.123 0.107 .073 1.113
Interaction
 Baseline age × Time 0.049 .124 1.050 −0.004 .963 0.996
 Baseline age × Self-rated ill
  health
−0.016 .637 0.984 −0.096 .131 0.908
 Baseline age × Functional
  impairment
0.049 .218 1.050 0.047 .590 1.048
 Baseline age × Social isolation 0.110 .001 1.116 0.117 .035 1.124
 Baseline age × Nonmarried 0.090 .008 1.094 −0.034 .539 0.996
 Baseline age × Nonworking −0.075 .059 0.928 −0.045 .508 0.956
 Baseline age × Nonsmoking −0.005 .899 0.995 −0.041 .394 0.959
 Baseline age × Sedentariness −0.036 .298 0.965 −0.000 .995 1.000
Random effects Variable p Variable p
 Intercept 2.314 .000 1.430 >.50
 Time slope 0.014 >.50 0.044 >.50

Note: OR = odds ratio. Models control for attrition and mortality status, gender, race, and education. In addition, all predictors were standardized as z scores before creating the interaction terms. The inferences drawn from these models use the robust standard errors produced by hierarchical linear modeling because they are somewhat tolerant of violations to the assumption of normally distributed response variables (Hox, 2002).

a

Range: 1 to 5, with higher scores equal to worse health.

b

Range: 1 to 4, with higher scores equal to more impairment.

c

Range: 1 to 6, with higher scores equal to more isolation.

d

Range: 1 to 4, with higher scores equal to less activity.