Question

In: Statistics and Probability

1) Scientists have developed an inexpensive new test that can rapidly diagnose COVID-19 infections, a timely...

1) Scientists have developed an inexpensive new test that can rapidly diagnose COVID-19 infections, a timely advance that comes as clinicians and public health officials are scrambling to cope with testing backlogs while the number of cases continues to climb. The new test – officially named the “SARS-CoV-2 DETECTR” – is easy to implement and to interpret, and requires no specialized equipment, which is likely to make the test more widely available than the current COVID-19 test kits.

To examine the effectiveness of the new COVID-19 screening test in County A. Participants were assigned to the new “SARS-CoV-2 DETECTR” screening test or the current test. The three months study period produced these results:

           

Current test

New test result

Confirmed

Not confirmed

Total

Positive

150

850

1000

Negative

50

19,150

19200

Total

200

20,000

20,200

  1. i. Calculate the sensitivity of the “SARS-CoV-2 DETECTR” screening test. (2pts)

ii. Interpret your results (0.5pt):

  1. i. Calculate the specificity of the “SARS-CoV-2 DETECTR” screening test. (2pts)

ii. Interpret your results (0.5pt):

  1. i. Calculate the predictive value positive of the “SARS-CoV-2 DETECTR” screening test. (2pts)

ii. Interpret your results (0.5pt):

  1. i. Calculate the predictive value negative of the “SARS-CoV-2 DETECTR” screening test.. (2pts)

ii. Interpret your results (0.5pt):

Solutions

Expert Solution

The table gives the number of individuals in each of the four groups as follows-

Confirmed (Has the condition)

Not confirmed (Does not have the condition)

Total

Positive

150 (a)

850 (b)

1000

Negative

50 (c)

19,150 (d)

19,200

Total

200

20,000

20,200

Cell a = Positive and Confirmed = True positive = 150

Cell b = Positive and Not confirmed = False positive = 850

Cell c = Negative and Confirmed = False negative = 50

Cell d = Negative and Not confirmed = True negative = 19,150

  • Sensitivity = [a/(a+c)]*100 = [ 150 / (150+50) ]*100 = 75%

Sensitivity is the ability of a screening to detect a true positive, reflecting a test's ability to correctly identify all the individuals who have the condition. It is the screening test's probability of correctly identifying, solely from among people who are known to have the condition, all those who do indeed have the condition. The Sensitivity of the “SARS-CoV-2 DETECTR” screening test is 75% which implies that out of a 100 cases who are known to have the condition this test can correctly identify 75 times that they do indeed have the condition or the probability that a person from among those who are known to have the condition who tested positive do indeed have the condition is 0.75

  • Specificity = [d/(b+d)]*100 = [ 19150 / (850+19150) ]*100 = 95.75%

Specificity is the ability of a screening to detect a true negative, reflecting a test's ability to correctly identify all the individuals who do not have the condition. It is the screening test's probability of correctly identifying, solely from among people who are known not to have the condition, all those who do indeed not have the condition. The Specificity of the “SARS-CoV-2 DETECTR” screening test is 95.75% which implies that out of a 100 cases who are known not to have the condition this test can correctly identify almost 96 times that they indeed do not have the condition or the probability that a person from among those who are known not to have the condition who tested negative indeed do not have the condition is 0.96.

  • Predictive value positive = [a/(a+b)]*100 =  [ 150 / (150+850) ]*100 = 15%

The Predictive value positive helps to establish whether people who tested positive on the screening test do or do not actually have the condition of interest. This measure focuses on the practical usefulness of the test in clinical practice. It refers to the accuracy of the positive results as given by the screening test. PPV is the probability of correctly identifying from among people who might or might not have the condition, all those people who do actually have the condition. Here, PPV is 15% which implies that the probability that people with a positive screening test result indeed do have the condition of interest is 0.15

  • Predictive value negative = [d/(c+d)]*100 =  [ 19150 / (50+19150) ]*100 = 99.74%

The Predictive value negative refers to the accuracy of negative results produced by the screening test. NPV is the probability of correctly identifying from among people who might or might not have the condition, all those people who do not actually have the condition. Here, NPV is 99.74% which implies that the probability that people with a negative screening test result indeed do not have the condition of interest is almost 1.

These four tests are used to describe the characteristics of a screening test.


Related Solutions

Assume that a COVID-19 test can correctly diagnose 99% of non-infected people and 87% of infected...
Assume that a COVID-19 test can correctly diagnose 99% of non-infected people and 87% of infected people. Suppose that, in a population tested, 5% of people are infected. What is the probability that a person who tested positive is indeed infected?
Predict the number of new infections of COVID-19 that would occur in the state of New...
Predict the number of new infections of COVID-19 that would occur in the state of New York in 16 days if social distancing had been relaxed on April 17, and we had resumed normal activities.  (The #infected on April 17 = 16,809, generation time = 4 days, and R0= 2.3)
A diagnostic test is being developed to diagnose a new virus that has infected 10% of...
A diagnostic test is being developed to diagnose a new virus that has infected 10% of the world's population. If a person is infected with the virus, the probability that the diagnostic test comes back positive is 0.9 and if a person is not infected with the virus, the probability that the diagnostic test comes back positive is 0.25. Suppose a randomly seleted person is given the diagnostic test. Given that the test came back negative, find the probability that...
1. The novel corona virus that causes Covid 19 has given scientists and especially virologists a...
1. The novel corona virus that causes Covid 19 has given scientists and especially virologists a great new challenge. Describe the biology of this virus in detail. Then go on to explain fully what you think the first research goal should be and why.
A Mexican laboratory developed a new vaccine against COVID-19, which should be stored at an average...
A Mexican laboratory developed a new vaccine against COVID-19, which should be stored at an average daily temperature of 8 degrees, with a standard deviation of 3 degrees. If the distribution of daily temperatures is approximately normal. What is the probability that: A) On a given day the temperature would have been between 6 and 9 degrees B) The first day a temperature of at most 7.1 degrees is reached is before 6 days
1. Agricultural scientists seek to test the effects of a new pesticide on corn crops. Half...
1. Agricultural scientists seek to test the effects of a new pesticide on corn crops. Half of the participating farmers are assigned the new pesticide and the other half continue using an alternative pesticide. The crops are compared after two seasons. 2. A cancer study began by surveying male participants between the ages of 35 and 55 at a local hospital about their exercise routing. The health of these men is tracked over 10 years to determine the effects of...
The Impact of the Corona Virus (COVID - 19) on the World Economy: (1) Can It...
The Impact of the Corona Virus (COVID - 19) on the World Economy: (1) Can It Cause a Global Economic Recession? (2) How is COVID-19 Affecting the Supply Chain and International Trade?   
1. How are pets effected by COVID-19? How can they transmit it to humans? 2. Can...
1. How are pets effected by COVID-19? How can they transmit it to humans? 2. Can you use soap to wash vegetables, what are the cons? 3. Why are “mini” parties not ok? 4. Immune boosting – what does that mean, pros and cons? 5. What are the 4 pillars of Health according to Dr. Mike and how do you go about every day promoting health? 6. What are the concerns over Ibuprofen, are their any? What other types of...
1. How are pets effected by COVID-19? How can they transmit it to humans?
  1. How are pets effected by COVID-19? How can they transmit it to humans? 2. Can you use soap to wash vegetables, what are the cons? 3. Why are “mini” parties not ok? 4. Immune boosting – what does that mean, pros and cons?  
1) How can convalescent serum from patients who have recovered from COVID-19 be used to treat...
1) How can convalescent serum from patients who have recovered from COVID-19 be used to treat sick patients? What part of the serum might be beneficial to these patients? 2) I saw a report this week that the mutation rate for SARS-CoV-2 is much less than that of the influenza virus. How does this information impact the efficacy of any new vaccine? 3) Besides vaccination, what other therapies are being developed/tested? What do these therapies target in the virus?
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT