As a simple explanation, consider the difference between explaining the Monty Hall problem - which might seem to be philosophical, open to interpretation - and coding it up. The moment you code it up --- go ahead, code up a monte carlo simulation that compares the two alternatives of switching doors or maintaining the same choices, and spits out a running count of which is what percentage correct. I'll wait while you code. ---
the moment you do that, you see two lines in your code that make the explanation 100% irrefutable and completely obvious.
That is why papers are written this way. Intuition can go both ways.