Can caffeine show up as a false positive?

Yes, caffeine can sometimes lead to false positives in certain drug tests, particularly those screening for substances like amphetamines. This is due to the structural similarities between caffeine and some drugs, which can confuse the testing methods. However, most modern tests are designed to minimize such occurrences, and confirmatory tests can accurately differentiate between caffeine and illicit substances.