Question

In: Statistics and Probability

The Pap Smear has been used for decades as a preliminary screening mechanism for detecting potential...

The Pap Smear has been used for decades as a preliminary screening mechanism for detecting potential cervical cancer. Estimates exist to suggest that the rate of cervical cancer in the female population is 0.1 percent (1 case per 1,000). Suppose that, each year, the test is used to screen 100,000 females. Out of those screened that have cervical cancer, the Pap Smear provided positive results (test is positive for presumptive cervical CA) in 56 females. Out of the those screened that do NOT have cervical cancer, the Pap Smear provided positive results (test is positive for presumptive cervical CA) in 1,998 females.

(A)        What is the number of true positives?

(B)        What is the number of false positives?

(C)        What is the number of true negatives?

(D)        What is the number of false negatives?

(E)        Estimate the sensitivity of the Pap Smear for detecting cervical CA

(F)         Estimate the specificity of the Pap Smear for ruling out the presence of cervical CA

(G)        Estimate the positive (PPV) and negative (NPV) predictive values for the Pap Smear test in this screening scenario

(H)        Estimate the positive (PLR) and negative (NLR) likelihood ratios for the Pap Smear test in this screening scenario

(I)           Overall, how would you evaluate the usefulness of this test in this screening scenario? What factor(s) might influence the overall result?

(J)         What recommendations could be made to try and improve the overall usefulness/efficacy of the Pap Smear for detecting potential cervical cancer?

Solutions

Expert Solution

Those screened that have cervical cancer, the Pap Smear provided positive results = 56 females.

Those do NOT have cervical cancer, the Pap Smear provided positive results = 1998 females.

Total positive results = 0.1% of 100,000 = 100 females

Present Absent Total
positive 56 1998
negative
Total 100 100000

The complete table is,

Present Absent Total
positive 56 1998 2054
negative 44 97902 97946
Total 100 99900 100000

(A)

number of true positives = 56

(B)

number of false positives = 1998

(C)

number of true negatives = 97902

(D)

number of false negatives = 44

The table is,

Present Absent Total
positive a c a+c
negative b d b+d
Total a+c c+d a+b+c+d

a = 56

b = 44,

c = 1998,

d = 97902

(E)

(F)

(G)

(H)

(I)

The usefulness of this test can be evaluated by the two measures sensitivity and specificity together. Sensitivity is the probability of a positive test result with the disease and the Specificity is the probability of a negative test result without the disease. this test has low sensitivity and high specificity.

(J)

Sensitivity need to be increase.


Related Solutions

One study has reported that the sensitivity of the mammogram as a screening test for detecting...
One study has reported that the sensitivity of the mammogram as a screening test for detecting breast cancer is 0.88, while the specificity is 0.75 1. What is the probability of a false negative test result? Which answer is correct? There might be slight rounding differences. Please provide an explanation. a. 50% b. 100% c. 23% d. 12% 2. What is the probability of a false positive test result? Which answer is correct? There might be slight rounding differences. Please...
The US dollar has been used for decades as a medium of exchange, worldwide. Before the...
The US dollar has been used for decades as a medium of exchange, worldwide. Before the US dollar was so highly regarded, international commerce used the British pound sterling. What causes world powers to choose to trade in one specific currency? What does that mean for the world economy? Why do the standard currencies change? Do you see any changes in currency coming? PLEASE ANSWER IN YOUR OWN WORDS NO PLAGIARISM!!!!!!
Describe how the Ames test can be used as a test for screening potential carcinogenic compounds....
Describe how the Ames test can be used as a test for screening potential carcinogenic compounds. Include in your answer what an auxotroph is, why you need an auxotrophic mutant, limits of the test. Why is meant by spontaneous reversion?
Write a short review on two (2) approaches that has been used to study the mechanism...
Write a short review on two (2) approaches that has been used to study the mechanism of protein translocation. Maximum of 2 pages and include not more than 10 references
Write a short review on two (2) approaches that has been used to study the mechanism...
Write a short review on two (2) approaches that has been used to study the mechanism of protein translocation. Maximum of 2 pages and include not more than 10 references.
Passage require analysis and breakdown Used as a screening tool, optimization models provide potential outcomes for...
Passage require analysis and breakdown Used as a screening tool, optimization models provide potential outcomes for certain scenarios. Performance is improved in one of two ways: either eliminating inferior options or providing variables that will yield the highest performance possible (Loucks & Beek, 2017). There exist many optimization models, but for the purposes of this discussion question, only linear programming will be focused upon. Often, solving linear problems using linear programming yields the most efficient solutions (Loucks & Beek, 2017)....
Japan has been mired in a recession/depression for a couple of decades now, and has experienced...
Japan has been mired in a recession/depression for a couple of decades now, and has experienced very low inflation, and in some cases deflation. The Japanese Prime Minister (Abe), Chairman of the Bank of Japan (Kuroda), and others have desperately tried to induce inflation in the economy, thus far without success. Kuroda has been using what some call the “Peter Pan” strategy, where “Dreams do come true, if only we wish hard enough.” With that backdrop, what are “animal spirits”...
During the past several decades there has been an alarming increase in the incidence of skin...
During the past several decades there has been an alarming increase in the incidence of skin cancers, including malignant  melanoma, that has been attributed to increased sun exposure. 1. Explain the possible mechanism whereby ultraviolet radiation promotes the development of malignant skin lesions. 2. Cite two important clinical signs that aid in distinguishing a dysplastic nevus from a malignant  melanoma
7) During the last two decades, there has been an increase in income inequality in the...
7) During the last two decades, there has been an increase in income inequality in the United States. Which of the following is a reason income inequality in the United States has increased? A) There are sharply lower marginal tax rates now than in the 1970s. B) Marginal tax rates have increased significantly since the 1970s. C) There has been a great increase in efficiency of government antipoverty programs. D) There has been a significant drop in the number of...
Stem cells therapies have been used for decades for treatment of various neurological conditions. Please discuss...
Stem cells therapies have been used for decades for treatment of various neurological conditions. Please discuss methods of collecting stem cells, the associated conditions, and treatments. Also, discuss your view as to whether the use of stem cells is ethical or not.
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT