Test specificity refers to the ability of a diagnostic test to correctly identify individuals who do not have a particular condition, thus minimizing false positive results. A highly specific test ensures that when it indicates a negative result, it is likely accurate, which is crucial in clinical settings for ruling out diseases and determining the true prevalence of conditions in populations.