Comment by barryvan

There are lots of ways to style these native controls, though, including ways to start from scratch and retain the accessibility affordances.

I'd be curious to know more about the usability issues you've found on mobile -- I've not had any personally when using radio buttons. I'll readily grant you that 'select' is awful everywhere though!