Yes it's predetermined. The picking of symbols makes no difference except that the guest feels like they have control.

Bonus buy slots allow players to purchase special features within a game. With the bonus buy function  also known as feature buy - you have a shortcut for bonus spins, free spins or extra wild symbols.