Same reply just as above:
The side-effects will be noticeable when you progress further. With my friend, we managed to upgrade our weapon to a machine-gun. There is this funny math going on when you pick up power-up and health. It will not only upgrade your weapon for 7 seconds but it will slightly improve your shooting rate and turn rate persistently.