You can set the throttle to zero as soon as you hear the countdown.
In most systems you don't have to do that. It's not that hard to avoid running into the star. But it is a good practice to get into.
If you are an explorer it is vital, as there are certain systems, particularly, neutron stars, where if you don't do this you will find yourself in extremely serious trouble extremely quickly.