[R] Cost Effectiveness Example
marc_schwartz at me.com
Tue Jul 17 16:44:17 CEST 2012
On Jul 16, 2012, at 6:55 PM, Noah Silverman wrote:
> I'm tasked with putting together a cost effectiveness analysis on a proposed medical treatment.
> The "standard" suggested by someone is an expensive commercial package names "TreeAge Pro" which looks like its just a fancy GUI on top of a decision tree. However, we don't have it and it is expensive to buy.
> Questions for the group:
> 1) Are there any interesting R packages for decision trees?
> 2) Has anyone here done a cost effectiveness analysis using R that I can show to the group as an example?
I have not been involved directly in performing CEA. However, where studies that I have been involved with have a CEA component, that part has typically been carved out to pharmacoeconomics folks, in the case of drug studies. Many industry sponsors (drug and device) will have reimbursement strategy folks either in-house or via outside consulting and CEA is frequently a component of their modus operandi, since FDA approval is only one part of getting a medical product to market. Insurance companies also have to be willing to pay for them and that decision can be independent of FDA approval. Thus, these types of folks will have the focused expertise to guide the design and analytic process and I might suggest that you seek out such expertise for collaboration.
A standard reference text that seems to commonly come up in this domain is:
Cost-Effectiveness in Health and Medicine.
M.R. Gold, J.E. Siegel, L.B. Russell, and M.C. Weinstein (eds).
New York: Oxford University Press, 1996
I am a bit confused by the consideration that TreeAge Pro is considered a standard, notably in light of the fact that they seem to consider MS Excel to be their primary competition (http://www.treeage.com/support/TreeAgeProVsExcel.html) and have even created an Excel plug-in package. That seems counterintuitive to me.
That being said, they do appear to have academic and student licenses available, which might make it a more affordable choice, if your collaboration would be facilitated by using a common tool. Consider that cost versus the "opportunity cost" of you developing something new or perhaps having to modify an existing tool to make it suitable for use in your study.
A search for R related resources did come up with some possibilities:
Lastly, if the above two are not suitable, you might want to review the Machine Learning Task View, since these analyses seem overlap to an extent with that domain:
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