Exercise 2.28

Answers

(a)
P(D|T) P(Dc|T) = P(D) P(Dc) P(T|D) P(Tc|Dc).
(b)
Suppose our population consists of 10000 people, and only one percent of them is afflicted with the disease. So, 100 people have the disease and 9900 people don’t. Suppose the specificity and sensitivity of our test are 95 percent. Then, out of the 100 people who have the disease, 95 test positive and 5 test negative, and out of the 9900 people who do not have the disease, 9405 test negative and 495 test positive.

Thus, P(D|T) = 95 95+495.

Here, we can see why specificity matters more than sensitivity. Since, the disease is rare, most people do not have it. Since specificity is measured as a percentage of the population that doesn’t have the disease, small changes in specificity equate to much larger changes in the number of people than in the case of sensitivity.

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2021-12-05 00:00
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