Confirmation off?
I have never turned off the confirmation dialog. I guess at some point you must have. I have one-click purchase enabled, but I am always asked to confirm the purchase as indicated in this dialog.
BTW - in iTunes you are only asked for the password if you are not logged in. Once the first purchase has been made, you are logged in to iTunes.