Consider a medical practitioner pondering the following dilemma: "If I'm at least 80 percent certain that my patient has this disease, then I always recommend surgery, whereas if I'm not quite as certain, then I recommend additional tests that are expensive and sometimes painful. Now, initially I was only 60 percent certain that Jones had the disease, so I ordered the series A test, which always gives a positive result when the patient has the disease and almost never does when he is healthy. The test result was positive, and I was all set to recommend surgery when Jones informed me, for the first time, that he was diabetic. This information complicates matters because, although it doesn't change my original 60 percent estimate of his chances of having the disease in question, it does affect the interpretation of the results of the A test. This is so because the A test, while never yielding a positive result when the patient is healthy, does unfortunately yield a positive result 30 percent of the time in the case of diabetic patients who are not suffering from the disease.

MATLAB: An Introduction with Applications
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ISBN:9781119256830
Author:Amos Gilat
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Consider a medical practitioner pondering the following dilemma: "If I'm at least 80 percent
certain that my patient has this disease, then I always recommend surgery, whereas if I'm
not quite as certain, then I recommend additional tests that are expensive and sometimes
painful. Now, initially I was only 60 percent certain that Jones had the disease, so I ordered
the series A test, which always gives a positive result when the patient has the disease
and almost never does when he is healthy. The test result was positive, and I was all set
to recommend surgery when Jones informed me, for the first time, that he was diabetic.
This information complicates matters because, although it doesn't change my original 60
percent estimate of his chances of having the disease in question, it does affect the
interpretation of the results of the A test. This is so because the A test, while never yielding
a positive result when the patient is healthy, does unfortunately yield a positive result 30
percent of the time in the case of diabetic patients who are not suffering from the disease.
Now what do I do? More tests or immediate surgery?"
Transcribed Image Text:Consider a medical practitioner pondering the following dilemma: "If I'm at least 80 percent certain that my patient has this disease, then I always recommend surgery, whereas if I'm not quite as certain, then I recommend additional tests that are expensive and sometimes painful. Now, initially I was only 60 percent certain that Jones had the disease, so I ordered the series A test, which always gives a positive result when the patient has the disease and almost never does when he is healthy. The test result was positive, and I was all set to recommend surgery when Jones informed me, for the first time, that he was diabetic. This information complicates matters because, although it doesn't change my original 60 percent estimate of his chances of having the disease in question, it does affect the interpretation of the results of the A test. This is so because the A test, while never yielding a positive result when the patient is healthy, does unfortunately yield a positive result 30 percent of the time in the case of diabetic patients who are not suffering from the disease. Now what do I do? More tests or immediate surgery?"
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