I think the question is the same one as "do bike helmets reduce bike injuries?" I.e. without code reviews, is everyone more careful? I can't think of any proper academic research that answers the question.

In my anecdotal experience, there is at least one class of bugs that code reviews are good at catching that a large expenditure of self-review effort often doesn't catch: security bugs.