Nope. No one can tell by looking at you, and a doctor may not be able to tell even if looking at your vagina.
Losing your virginity is more of a state of mind - feeling everyone is looking at you and KNOWS. Many girls feel like this after getting their first period, too, but the simple fact is that your secret is safe with you.