That's correct. If you don't have the app in question installed, you get a nasty "Page could not be found" error. There are hacky and unstable JS tricks you can pull with setTimeout to send the user to the app store if they don't have the app installed, but I haven't heard of any reliable way to deal with this (pretty glaring) failure case.
Even just the ability to suppress the error message would be more or less fine.
How about loading the gplus:// link in a hidden iframe. Then continue to load the page in the browser. If they have the app installed, it will redirect, otherwise the page will just load in the browser.