Test accuracy is assessed through two main parameters: sensitivity and specificity. Sensitivity is the ability of the test to correctly identify those with the disease (true positive rate), while specificity is the ability to correctly identify those without the disease (true negative rate). High sensitivity reduces the number of false negatives, and high specificity reduces the number of false positives.