Specificity in cancer diagnosis refers to the ability of a test to correctly identify individuals who do not have the disease. A test with high specificity will have a low rate of false positives, meaning it is less likely to indicate cancer in healthy individuals. This is crucial for reducing unnecessary anxiety and avoiding unnecessary treatments.