Only if they sell the debt to a creditor (hospitals and doctors can’t garnish wages) sue you, win, and pursue the judgement. And then they can only take from your disposable income (after rent, food, other bills, etc.)
And you can wipe out all of it by filing bankruptcy.
Go to the hospital, let them bill you, and then throw the bills in the trash.