184 PART 4 Comparing Groups

best determined by some gold standard test that the medical community accepts as

perfectly accurate in diagnosing the condition. For COVID-19, the polymerase

chain reaction (PCR) test is considered a gold standard test because of its high

level of accuracy. But gold standard diagnostic procedures (like PCR tests) can be

time-consuming and expensive, and in the case of invasive procedures like biop-

sies, they may be very unpleasant for the patient. Therefore, quick, inexpensive,

and relatively noninvasive screening tests are very valuable, even if they are not

perfectly accurate. They just need to be accurate enough to help filter in the best

candidates for a gold standard diagnostic test.

Most screening tests produce some false positive results, which is when the result

of the test is positive, but the patient is actually negative for the condition. Screen-

ing tests also produce some false negative results, where the result is negative in

patients where the condition is present. Because of this, it is important to know

false positive rates, false negative rates, and other features of screening tests to

consider their level of accuracy in your interpretation of their results.

You usually evaluate a new, experimental screening test for a particular medical

condition by administering the new test to a group of participants. These partici-

pants include some who have the condition and some who do not. For all the

participants in the study, their status with respect to the particular medical condi-

tion has been determined by the gold standard method, and you are seeing how

well your new, experimental screening test compares. You can then cross-

tabulate the new screening test results against the gold standard results repre-

senting the true condition in the participants. You would create a fourfold table in

a framework as shown in Figure 13-3.

FIGURE 13-3:

This is how data

are summarized

when evaluating

a proposed new

diagnostic

screening test.

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