The prevalence of breast cancer is 1 for women over age 40 A
The prevalence of breast cancer is 1 for women over age 40. A widely used test, mammography, gives a positive result in 10 of women without breast cancer, and in 80 of women with breast cancer. What is the probability that a woman in this age class who tests positive actually has breast cancer.
Solution
The prevalence of breast cancer is 1 for women over age 40. A widely used test, mammography, gives a positive result in 10 of women without breast cancer, and in 80 of women with breast cancer. What is the probability that a woman in this age class who tests positive actually has breast cancer.
P(D)=1/40
P(DC)=39/40
P(+/D)=0.8
P(+/DC)=0.1
We are using Bayes theorem
P(D/+) =P(+/D)P(D)/ ( P(+/D)P(D)+ P(+/DC)P(DC))
=1*0.8/40 /( 1*0.8/40 +39*0.1/40)
=0.02/0.1175
=0.1702
The required P=0.1702
