I would say no scrubs
A work to dinner attire would be accepting. However, scrubs would be appropriate if you came to attend to the injured.
I agree with Gwendolyn, most likely they will not say anything. That said, you will feel uncomfortable as everyone else will be "dresses to go out."
I think scrubs might be frowned upon. However, they may not say anything.
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