The goal of science is to produce a testable hypothesis. The world is full of things that people can 'explain', or even prove with mathematics, but don't hold up to basic experimental testing or reproducibility.

Every new theory has a plain english explanation that's easy to understand. Few of them have the raw accuracy or reliability of top ML models

https://en.wikipedia.org/wiki/Replication_crisis