Yes. Both sides are preparing for that war. Both sides also have nuclear weapons. China declared it will never use them first under any circumstances, but US policy allows for the first use of nuclear weapons if victory cannot be assured by other means. China has promised to retaliate if struck first. So, a nuclear war over Taiwan, while unlikely, is possible.