For example, suppose twenty studies have been done on a new medicine and 19 say it works, but one says it does not work. To "cherry pick" is to use the one failed study to "prove" that the medicine is useless. It is a type of confirmation bias, where a person sees evidence for what they want or expect to see, and ignores evidence which goes against their belief.