Physicists believe in causal determinism which is based on temporal ordering of events.
This is different from the classical view of determinism from a Newtonian perspective which attempts to describe nature from a set of fixed laws.
Clearly the classical view hasn't worked as demonstrated through statistical and quantum mechanics as well as the observation of the evolution of chaos in various physical systems .
Causal determinism is necessary in
Minkowski diagrams to demonstrate why the world line of objects travelling in the time-like region will not effect temporal ordering, whereas in the space-like region the opposite occurs.
It is required to show why cause and effect is violated for objects travelling faster than light.
At cosmological scales an object beyond the event horizon is causally disconnected from the observer and causal determinism is violated.