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st: plotting confidence bands around marginal means from mixed model
From
Eric Jacobson <[email protected]>
To
"[email protected]" <[email protected]>
Subject
st: plotting confidence bands around marginal means from mixed model
Date
Fri, 28 Mar 2014 23:35:39 -0400
Dear List,
I analyzed longitudinal data on outcomes from a randomized controlled clinical trial by building a linear mixed model using using xtmixed in Stata 12,
xtmixed vaspain tx_group days tx_group##c.days || studycode: days, reml covar(un)
vaspain is the continuous outcome.
tx_group is binary 1/0
days is continuous time variable.
studycode are integers 1-46 that identify each individual subject in the trial.
So this model has main effects for tx_group, days, and the interaction of tx_groupXdays; it also has random intercept and slope for each studycode
I found a significant tx_groupXdays effect, i.e. a significant difference between the two tx_group in the slopes for decline of vaspain over days.
I have plotted the regression lines for the marginal effect of vaspain vs. days, by each tx_group; i.e. one line for group 1, another line for group 2. That seems fairly straight forward.
Now I would like to put 95% confidence intervals around each line, i.e. the CIs that reflect the marginal variance in the mixed model, not the CI from an ordinary linear regression.
I have been unable to find out how to do the latter. It seems like it might be possible using either predict and two-way, or margin and marginplot; but lots of searching for directions or an example has turned up nothing.
Does anyone know how to produce such a plot from an xtmixed model? Is it possible to do this in STATA 12?
Thanks for any enlightenment, Eric
Eric Jacobson
Department of Global Health & Social Medicine
Harvard Medical School
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