I am going to make a conjecture that I invite Ph.D. scientists to correct as needed:
In the absence of a mathematically based model, you don’t have science. Intuitions, maybe, but not science.
Note: my definition of mathematical is fairly broad here. A most likely ordering of events would be mathematical, for example.
Best,
Chris