Non-personalised ads command a far lower CPM than others.

One possible outcome is that publishers have to display even more ads to make up the shortfall. That'll just annoy users even more and so they'll either stop visiting the site make ad-blocking even more prevalent. Either way, the publisher is really the one losing out.