As far as I can tell:

Public- wide open
Moderated- People can join but group owner must approve them (once approved posts are not moderated they can post freely)
Invite Only- Once invited the link to join becomes visible for the invited member

I can get those descriptions in place today or tomorrow so there is no confusion