After much trial and error, I was able to deploy using the asadmin command. Once you deploy this way, you can change some of the extra parameters using the admin tool. One parameter, contextroot, must be set using asadmin as it can't be changed once the application is deployed.
I think the admin tool is clearly broken.
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