They’re definitely touch on this model at least, PCB inside looks absolutely fine, it’s so tiny there’s no chance I can test the pins for the start switch to see if it’s registering.
I can’t imagine it’s an insanely expensive part but no website seems to just sell the buttons for this one.
https://i.imgur.com/0ep1xf9.jpg