off base
off base {adj. phr.}, {informal}
Not agreeing with fact; wrong.
The idea that touching a toad causes warts is off base.
When Tom said that the teacher's explanation did not agree with the book, the teacher was embarrassed at being caught off base.
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Source: A Dictionary of American Idioms