The one last costume might be for Layla. Do Mary’s “role play” events and it will be unlocked after.
The artifact one might be from the Christmas event which is only in December.
Gold stars in the gallery mean to signify they are Main characters. This means the story will be more centralized around those characters.
Hope that helps 🙂