Hello,
Twitter Cards are indeed generally enabled by type and domain name. What I would suggest you here is to submit approval for the berkeleycitycollege.us domain using your example URL, even if you eventually decide to place Twitter Cards markup only on the berkeleycitycollege.us/showcase pages.
Let us know if this is would work for you. Thanks!