Logistic Regression: A Self-learning Text, Third Edition (Statistics in the Health Sciences)

(vip2019) #1

Question 2 (continued)
What if onlyEs(noCs consid-
ered)?
Answer:Use Method 0.


Why? Confounding not an issue

Initial model withEs andCs?
Screening procedure:it depends!
Option 1:ScreenCs only without
using Method 0
Option 2:ScreenCs without using
Method 0, and screenEs
using Method 0


Following up on a previous question (2), sup-
pose your starting model involves severalEs
but noVsorWs, i.e., noCs are considered.
How do you carry out (one-at-a-time) screen-
ing for this situation?

We recommend using Method 0 here, because
when there are noCs to consider, confounding
is not an issue. Consequently, using statistical
testing for one-at-a-time screening of Esis
appropriate.

Suppose your initial model involves severalEs
andCs. How do you carry out screening for this
situation?The answer is, as is often the case, it
depends!
Option 1: You may decide to screen onlyCs,
and then consider theEs during your modeling
strategy process.
Option 2: If you have large numbers ofEandC
variables, you might screen both types of vari-
ables, making sure not to use Method 0 for the
Cs and using Method 0 for theEs.

268 8. Additional Modeling Strategy Issues

Free download pdf