2.1 The PSA blood test is designed to detect prostate cancer. Suppose that of men who have this disease, the test fails to detect prostate cancer in 1 in 4, and of men who do not have it, 1 in 10 have positive test results (so-called false-positive results). Let C ( ¯ C) denote the event of having (not having) prostate cancer and let + (−) denote a positive (negative) test result. a. Which is true: P(− | C) = 1/4 or P(C | −) = 1/4? P( ¯ C | +) = 1/10 or P(+ | ¯ C) = 1/10? b. Find the sensitivity and specificity of this test. c. Of men who take the PSA test, suppose P(C) = 0.04. Find the cell probabilities in the 2×2 table for the joint distribution that cross-classifies Y = diagnosis with X = true disease status. d. Using (c), find the marginal distribution for the diagnosis and show that P(C | +) = 0.238. (In fact, the National Cancer Institute estimates that only about 25% of men who have a slightly elevated PSA level, 4–10 ng/mL, actually have prostate cancer.18)
2.1 The PSA blood test is designed to detect prostate cancer. Suppose that of men who have this disease, the test fails to detect prostate cancer in 1 in 4, and of men who do not have it, 1 in 10 have positive test results (so-called false-positive results). Let C ( ¯ C) denote the event of having (not having) prostate cancer and let + (−) denote a positive (negative) test result. a. Which is true: P(− | C) = 1/4 or P(C | −) = 1/4? P( ¯ C | +) = 1/10 or P(+ | ¯ C) = 1/10? b. Find the sensitivity and specificity of this test. c. Of men who take the PSA test, suppose P(C) = 0.04. Find the cell probabilities in the 2×2 table for the joint distribution that cross-classifies Y = diagnosis with X = true disease status. d. Using (c), find the marginal distribution for the diagnosis and show that P(C | +) = 0.238. (In fact, the National Cancer Institute estimates that only about 25% of men who have a slightly elevated PSA level, 4–10 ng/mL, actually have prostate cancer.18)
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
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2.1 The PSA blood test is designed to detect prostate cancer. Suppose that of men who
have this disease, the test fails to detect prostate cancer in 1 in 4, and of men who
do not have it, 1 in 10 have positive test results (so-called false-positive results).
Let C ( ¯ C) denote the event of having (not having) prostate cancer and let + (−)
denote a positive (negative) test result.
a. Which is true: P(− | C) = 1/4 or P(C | −) = 1/4? P( ¯ C | +) = 1/10 or
P(+ | ¯ C) = 1/10?
b. Find the sensitivity and specificity of this test.
c. Of men who take the PSA test, suppose P(C) = 0.04. Find the cell probabilities
in the 2×2 table for the joint distribution that cross-classifies Y = diagnosis with
X = true disease status.
d. Using (c), find the marginal distribution for the diagnosis and show that
P(C | +) = 0.238. (In fact, the National Cancer Institute estimates that only
about 25% of men who have a slightly elevated PSA level, 4–10 ng/mL, actually
have prostate cancer.18)
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