As far as I can tell Before You Go cannot be turned off. It's an extra screen at the end of the book, not apparently part of the book itself. You can avoid it by not paging past the end of the book.
I actually wouldn't mind recommendations, but all I've seen so far are Tweet/Share, and Rate This Book, options.
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