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Re: st: or option for oldie does not work after mi stimate
From
[email protected] (Yulia Marchenko, StataCorp LP)
To
[email protected]
Subject
Re: st: or option for oldie does not work after mi stimate
Date
Fri, 25 Mar 2011 17:32:51 -0500
"Sheena Sullivan" <[email protected]> asks about the use of -streg-'s
-tr- option with -mi estimate: streg-:
> Typically, to get time ratios I would type the following:
> streg Y X Z, dist(lnormal) frailty(gamma) sh(G) tr
> Where the -tr- option produces the time ratio.
>
> If I use mi estimate, I can type the same thing:
> mi estimate: streg Y X Z, dist(lnormal) frailty(gamma) sh(G) tr
> But -tr- is ignored and only the coefficients are displayed.
>
> I followed the solution for Roland to type the option in the mi estimate
> command, i.e: mi estimate, tr: streg Y X Z, dist(lnormal) frailty(gamma)
> sh(G) But the tr option is not allowed.
>
> If I instead use the eform option I do get my exponeniated coefficients:
>
> mi estimate, eform: streg Y X Z, dist(lnormal) frailty(gamma) sh(G)
>
> But I wanted to ask the Stata community whether there are any issues I
> should know about when using this option for accelerated failure time
> models? As far as I understand, the time ratios are just exponentiated
> coefficients, so I assume it should be okay.
>
> Is the -tr- option not allowed because it can be achieved with the eform
> option? Or is it unwise to exponentiate these coefficients and their
> corresponding confidence intervals?
The reason option -tr- is not supported by -mi estimate- is because, in
general, it is not purely a reporting option. For example, with exponential
and Weibull models, this option not only exponentiates coefficients but more
importantly changes the default estimation metric of -streg-, proportional
hazards (PH), the the accelerated failure time (AFT). In other words,
with these models option -tr- implies option -time-, an estimation
option which specifies that exponential or Weibull model is fit in the
AFT metric and the results are displayed as coefficients.
It is fine to use -eform- with -mi estimate- to obtain time ratios when the
-streg- model is fit in the AFT metric. Time ratios are simply
exponentiated coefficients. In fact, you can use option -eform("Tm. Ratio")-
to also match the column heading of time ratios as reported by -streg, tr-.
To obtain time ratios with -mi estimate: streg- for the exponential or Weibull
model use:
. mi estimate, eform("Tm. Ratio"): streg ... , time
or
. mi estimate, eform("Tm. Ratio"): streg ... , tr
> As an addendum, to get both coefficients and ratios, I saved the estimates,
> which seemed to work
>
> . mi estimate, saving(mi_aft_ests.ster, replace) : streg streg Y X Z,
> dist(lnormal) frailty(gamma) sh(G)
> . mi estimate using mi_aft_ests.ster, eform
Let me note that the -eform- option can also be used with -mi estimate- on
replay. Sheena could have typed
. mi estimate, saving(mi_aft_ests.ster, replace) : streg ...
. mi estimate, eform
to see exponentiated coefficients.
However, Sheena followed a good general strategy:
1. Use -mi estimate, saving()- to fit a model on multiply-imputed data once
and store the estimation results.
2. Use -mi estimate using- to perform any further analyses which do not
require refitting the model.
This strategy can save you time when the estimation task is time consuming and
you are planning to perform postestimation analyses such as multiple
hypothesis testing.
-- Yulia
[email protected]
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