When you click the "Make Private" button your profile will immediately become a private group. Joining your group will require your approval and you will be notified via email if someone requests access. Only you and your members will have the option to say private prayers and make private requests on your profile.
The "Make Public" button removes the approval process from your profile allowing anyone to follow you and say prayers on your profile. You can always block people that are not acting appropriately.