
B) Epidemiologists claim that the probability of
breast cancer among
Caucasian women in their mid-50s is 0.005. An established test
identified
people who had breast cancer and those that were healthy. A
new
mammography test in clinical trials has a probability of 0.85 for
detecting
cancer correctly. In women without breast cancer, it has a chance
of 0.925
for a negative result. If a 55-year-old Caucasian woman tests
positive for
breast cancer, what is the probability that she, in fact, has
breast cancer?
(A)
(1)
P(Male) = 350/600= 0.5833
(2)
P(IT) = 140/600 = 0.2333
(3)
P(Male OR IT) = P(Male) +P(IT) - P(Male AND IT)
= 350/600 + 140/600 - 80/600
= 410/600
= 0.6833
(4)
P(CS OR GIS)= P(CS) + P(GIS)
= 220/600 + 240/600
= 460/600
= 0.7667
(5)
P(Female OR Non-GIS) = P(Female) + P(Non-GIS)- P(Female AND Non-GIS)
= 250/600 + 360/600 - 160/600
= 450/600
= 0.75
(6)
P(Male) = 350/600 = 0.5833
P(IT) = 140/600 = 0.2333
P(Male) X P(IT) = 0.5833 X 0.2333 = 0.1361
P(Male AND IT) = 80/600 = 0.1333
Since P(Male) X P(IT) = 0.1361
P(Male AND IT) = 0.1333, the events "being a male" and "major IT"
are not independent.
(7)
P(GIS/ Male) = P(GIS AND Male)/ P(Male)
= 150/350
= 0.4286
(B)
From the given data, the following Table is calculated:
| Has breast cancer | Does not have breast cancer | Total | |
| Test positive | 0.005 X 0.85 = 0.00425 | 0.074625 | 0.078875 |
| Test negative | 0.00075 | 0.995 X 0.925 = 0.920375 | 0.921125 |
| Total | 0.005 | 0.995 | 1.00 |
P(Has breast cancer/ Test positive) = P(Has breast cancer AND Test positive) /P(Test positive)
=0.00425/ 0.078875
= 0.0539
So,
Answer is:
0.0539
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