The important question is why he never fills it with gas prior if he knows he will be in a high speed chase. Or change the gas tank since it appears to be leaking like a sieve.
If you see buildings in the background you have a roadblock coming up and a very short sprint after that is the end. I usually ran out of gas after that roadblock. Especially on run 3.