The college you end attending: Is this actually determined in middle school?

Still, wouldn’t taking AP Calc(and getting a decent grade) be a huge plus towards admission compared to not taking it? imo AP Calc and AP Physics are the hardest classes in high school so there has to be a bonus for taking it right?