If it doesn't say "Currently Not on Sale" below "More Info" when on an event, does that mean that it's not sold out ? I don't want to go much further without being sure about this.

Just click on it and find out, it won't charge you, thats the last thing it asks. It'l show prices and where the seats are before you pay.