The blinkered mathematician principle

Mathematicians are good at mathematics; they are often quite good at intellectual matters unrelated to mathematics; but they are often quite bad at matters slightly related to mathematics.
"Blinkered" in the sense of narrow vision. Here are some typical examples (involving chance) of resulting statements which are ridiculous outside that narrow vision.