Yes not paying medical bills will result in the medical bills being sent to collection agencies and it will put a ding on your credit rating.
I know it's hard for people to pay those huge medical bills but you should try to pay at least some of them. At least make a few payments here and there.
It's better than not paying anything at all. It shows you're at least making an effort to pay off the medical bills.