A false positive occurs when a cancer screening test indicates the presence of cancer when there is none. This can happen due to various factors such as test sensitivity, patient condition, or even human error. While screening tests like mammograms, PSA tests, and CT scans are essential for early detection, they are not foolproof and can sometimes yield false positive results.