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st: -TVC- option in the -stcox- command
From
Pete de Blank <[email protected]>
To
[email protected]
Subject
st: -TVC- option in the -stcox- command
Date
Fri, 15 Apr 2011 16:34:15 -0400
Dear Stata-users,
I am trying to understand how to use and interpret the -tvc- option in
Stata’s -stcox- command.
I have a data set of drug and infection information about subjects
during inpatient hospitalizations, with daily exposure information on
antibiotic classes of drugs. I would like to explore whether these
drug classes are risk factors for a specific infection by determining
the hazard ratio associated with exposure to these drug classes.
Since exposure to these drugs varies with time, I have been using the
-tvc- option for my survival analysis. My -stset- command is
Stset hospitalday, failure(infection) id(id)
I include all drug classes that have a p value >0.2 on log rank test,
according to the command
Sts test drugclass1, strata(hospitalsite)
And my initial model is:
Stcox drugclass1 drugclass2 drugclass3 drugclass4 drugclass5,
tvc(drugclass1 drugclass2 drugclass3 drugclass4 drugclass5)
strata(hospitalsite)
I have three questions:
(1) How do you choose the best multiplier for the time-varying
covariates (with -texp(exp)-)? How do you know if ln(t) is better
than t?
(2) Under what criteria can non-significant covariates be eliminated
from the model? If the non-time-varying p-value is >0.05? Only if
both the time-varying and non-time-varying covariates have
p-values>0.05? If the time-varying portion (but not the
non-time-varying portion) of a covariate has a p-value > 0.05, can I
eliminate just that covariate in the tvc option?
(3) Finally, how do you conceptualize the interpretation of the
results? Do I think of this as an interaction with time?
Thank you for any and all help or suggestions,
Pete
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