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In Exercises 17–20, refer to the accompanying table showing results from a Chembio test for hepatitis C among HIV-infected patients (based on data from a variety of sources).

Positive Test Result

Negative Test Result

Hepatitis C

335

10

No Hepatitis C

2

1153

False Positive Find the probability of selecting a subject with a positive test result, given that the subject does not have hepatitis C. Why is this case problematic for test subjects?

Short Answer

Expert verified

The probability of selecting a subject with a positive test result, given that the subject does not have Hepatitis C, is equal to 0.00173.

Obtaining a positive result even though the subject does not have Hepatitis C will create unnecessary stress for him/her. He/she may also need to undergo further testing.

Step by step solution

01

Given information

The number of subjects who have Hepatitis C and who do not is tabulated.

The numbers are further divided into positive test results and negative test results.

02

Conditional probability

The probability of theoccurrence of an event subject to a condition that another event has previously occurred is called theconditional probability of the event.

The following is the expression to compute the conditional probability of B, given A.

PB|A=PAandBPA

03

Compute the probability of the event

Let A be the event of selecting a subject who has Hepatitis C.

Let B be the event of selecting a subject who does not have Hepatitis C.

Let C be the event of selecting a subject who has a positive test result.

Let D be the event of selecting a subject who has a negative test result.

The following table consists of the total frequency under each category:

Positive Test Result

Negative Test Result

Totals

Hepatitis C

335

10

345

No Hepatitis C

2

1153

1155

Totals

337

1163

1500

The total number of subjects is 1500.

The number of subjects who do not have Hepatitis C is 1155.

The probability of selecting a subject who does not have Hepatitis C is given by:

PB=11551500

The number of subjects who do not have Hepatitis C and tested positive is 2.

The probability of selecting a subject who tested positive and does not have Hepatitis C is given by:

PBandC=21500

The probability of selecting a subject who tested positive, given that he/she does not have Hepatitis C, is calculated as follows:

PC|B=PBandCPB=2150011551500=21155=0.00173

Therefore, the probability of selecting a subject who tested positive, given that he/she did not have Hepatitis C, is equal to 0.00173.

04

Identifying the problematic case for subjects

The event of testing positive, given that the subject does not have Hepatitis C, will bother the subject by worrying him/her gravely.

The subject might need to undergo further testing, which can lead to unnecessary expenses.

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Most popular questions from this chapter

In Exercises 21–24, use these results from the “1-Panel-THC” test for marijuana use, which is provided by the company Drug Test Success: Among 143 subjects with positive test results, there are 24 false positive results; among 157 negative results, there are 3 false negative results. (Hint: Construct a table similar to Table 4-1, which is included with the Chapter Problem.)

Testing for Marijuana: Use If one of the test subjects is randomly selected, find the probability that the subject did not use marijuana. Do you think that the result reflects the general population rate of subjects who do not use marijuana?

At Least One. In Exercises 5–12, find the probability.

Probability of a Girl Assuming that boys and girls are equally likely, find the probability of a couple having a boy when their third child is born, given that the first two children were both girls.

Denomination Effect. In Exercises 13–16, use the data in the following table. In an experiment to study the effects of using a \(1 bill or a \)1 bill, college students were given either a \(1 bill or a \)1 bill and they could either keep the money or spend it on gum. The results are summarized in the table (based on data from “The Denomination Effect,” by Priya Raghubir and Joydeep Srivastava, Journal of Consumer Research, Vol. 36).

Purchased Gum

Kept the Money

Students Given A \(1 bill

27

46

Students Given a \)1 bill

12

34

Denomination Effect

a. Find the probability of randomly selecting a student who kept the money, given that the student was given four quarters.

b. Find the probability of randomly selecting a student who kept the money, given that the student was given a $1 bill.

c. What do the preceding results suggest?

In Exercises 29 and 30, find the probabilities and indicate when the “5% guideline for cumbersome calculations” is used.

Medical Helicopters In a study of helicopter usage and patient survival, results were obtained from 47,637 patients transported by helicopter and 111,874 patients transported by ground (based on data from “Association Between Helicopter vs Ground Emergency Medical Services and Survival for Adults with Major Trauma,” by Galvagno et al., Journal of the American Medical Association, Vol. 307, No. 15).

a. If 1 of the 159,511 patients in the study is randomly selected, what is the probability that the subject was transported by helicopter?

b. If 5 of the subjects in the study are randomly selected without replacement, what is the probability that all of them were transported by helicopter

In Exercises 21–24, refer to the sample data in Table 4-1, which is included with the Chapter Problem. Assume that 1 of the 555 subjects included in Table 4-1 is randomly selected.


Positive Test Result

(Test shows drug use)

Negative Test Result

(Test shows no drug use)

Subject Uses Drugs

45 (True Positive)

5 (False Negative)

Subject Does Not Use drugs

25 (False Positive)

480 (True Negative)

Drug Testing Job Applicants Find the probability of selecting someone who does not use drugs. Does the result appear to be reasonable as an estimate of the proportion of the adult population that does not use drugs?

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