John Sorkin
2009-Nov-14 21:48 UTC
[R] Best way to model colonization: logistic regression vs. Poisson regression, or perhaps some other technique.
Please forgive a stats question
I am trying to model colonization with a bacterium with the aims of quantifying
overall colonization rate as well as determining risk factors for colonization
in a in-hospital setting. Risk factors to me measured include type of contact
with a patient (e.g. feeding vs. obtaining vital signs vs. wound care etc),
length of contact, use of antibiotics, etc. I believe there are two techniques
that can be used to model colonization: logistic regression or Poisson
regression. Either method can give me a measure of likelihood of transmission
(the OR from logistic regression or a true rate from Poisson regression. n.b.
the OR from logistic regression can be converted to a probability). Can anyone
suggest reasons for using one technique or the other?
Thank you for your help and understanding about posting a stats question to the
R listserver.
Thanks,
John
John David Sorkin M.D., Ph.D.
Chief, Biostatistics and Informatics
University of Maryland School of Medicine Division of Gerontology
Baltimore VA Medical Center
10 North Greene Street
GRECC (BT/18/GR)
Baltimore, MD 21201-1524
(Phone) 410-605-7119
(Fax) 410-605-7913 (Please call phone number above prior to faxing)
Confidentiality Statement:
This email message, including any attachments, is for th...{{dropped:6}}