5.57 Mammogram diagnostics Breast cancer is the most common form of cancer in women, affecting about 10%
Question:
5.57 Mammogram diagnostics Breast cancer is the most common form of cancer in women, affecting about 10%
of women at some time in their lives. There is about a 1%
chance of having breast cancer at a given time (that is, P1S2 = 0.01 for the state of having breast cancer at a given time). The chance of breast cancer increases as a woman ages, and the American Cancer Society recommends an annual mammogram after age 40 to test for its presence. Of the women who undergo mammograms at any given time, about 1% are typically estimated to actually have breast cancer.
The likelihood of a false test result varies according to the breast density and the radiologist’s level of experience. For use of the mammogram to detect breast cancer, typical values reported are sensitivity = 0.86 and specificity = 0.88.
a. Construct a tree diagram in which the first set of branches shows whether a woman has breast cancer and the second set of branches shows the mammogram result. At the end of the final set of branches, show that P1S and POS2 = 0.01 * 0.86 = 0.0086 and report the other intersection probabilities also.
b. Restricting your attention to the two paths that have a positive test result, show that P1POS2 = 0.1274.
c. Of the women who receive a positive mammogram result, what proportion actually have breast cancer?
d. The following tree diagram illustrates how P1S •POS2 can be so small, using a typical group of 100 women who have a mammogram. Explain how to get the frequencies shown on the branches and why this suggests that P1S •POS2 is only about 0.08.
Step by Step Answer:
Statistics The Art And Science Of Learning From Data
ISBN: 9781292164878
4th Global Edition
Authors: Alan Agresti, Christine A. Franklin, Bernhard Klingenberg