When I got my EY offer, I got it 2 weeks after the final interview.
And yes, when you get that mail or phone call it says that your application has been approved by management and they need you to fill in the medical. Yep, you got the job depending that you pass the medical, and you will do unless you have hiv or something
Good luck!