Clinician and patient understanding of the benefits and risks of screening tests can prevent both under- and over-diagnosis; as such, screening and diagnostic tests must provide accurate results. This review identified 31 meta-analyses with 487 studies of test evaluation. Study design (e.g., retrospective, prospective) greatly impacted estimated accuracy, highlighting the importance of considering design when conducting studies.