Yes, this absolutely appears to be the main reason. Both in practical terms through birth control, but also through cultural terms in that it's now seen as a choice rather than as an obvious thing you do. To change this course, we probably need to change the culture first so that a birth control ban will be supported. That's currently not looking likely, so population collapse it is