The Bay

By the end of the film, the hospital is completely deserted except for Dr Abrams, with the remaining medical staff having run for their lives and the patients having all died. For good measure, it's lit exclusively by red emergency lighting, making it even creepier.

Example of:
Abandoned Hospital