Likelihood ratios are statistical tools used to assess the diagnostic value of a test by comparing the probability of a test result among patients with the disease to the probability among those without the disease. They help clinicians and researchers determine how much a given test result will change the odds of having a disease, aiding in decision-making and interpretation of diagnostic tests.