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Re: st: How to model a positive continuous dependent variable with many zeros?


From   Adriaan Hoogendoorn <aw.hoogendoorn@gmail.com>
To   statalist@hsphsun2.harvard.edu
Subject   Re: st: How to model a positive continuous dependent variable with many zeros?
Date   Wed, 1 Jun 2011 08:38:06 +0200

Thank you, Hithesh (and Maarten in a previous post), for your help.
Your help is highly appreciated.

The situation Maarten described appears exactly to be the case:
Clinic staff members try reducing total seclusion durations (at the
clinic level) by ending seclusions as soon as possible at the risk
of introducing more seclusion episodes. Total seclusion duration
(rated against the total time spent in the clinic) seems the
appropriate quantity to evaluate seclusion policies. We find that
total seclusion durations differ substantially across clinics. The
explanation clinics give for having higher total seclusion durations
than other clinics is that they claim to have “harder” patients, as
Maarten suggested.

Explaining these differences from patient characteristics (and some
clinic characteristics) is exactly what this study is about.

Your suggestion of combining the modeled zeros (from a logistic
regression, or from the Poisson as Maarten suggested) with a model for
non-zero duration (from GLM or Survival Analysis) seems very attractive.
However, I have no experience on how to do this. Do you mean: after
modeling the zeros, model the non-zeros by deleting the zeros from
the data set using the same predictors?

This would provide me with two sets of parameters. Do you think I can
use these two sets of model parameters
to estimate the total seclusion
duration for a given ward with a given set of patients?

I’ve never seen such a combined model in scientific literature – which
may well be my mistake. Do you have any references how such a combination
was applied and discussed?

Kind regards,
Adriaan W. Hoogendoorn
GGZ inGeest, Amsterdam

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