How does one create a private group where members must be approved?

I'm not seeing how to create a private group where members are approved by the group manager. When marketing groups as private, I would expect to see a "subscribe" or "apply to join", not a "follow" group.
In D6 we saw additional options of Closed, Private, and Moderated group. Do these still exists?