As Bayes' Theorem illustrates, when you're testing for a rare event (e.g. a rare disease), it's unlikely that a positive result will translate into a high likelihood that the event happened. This is true even for tests which seem very accurate. This counter- intuitive result only works for rare events; why? Because it causes specificity to fall. Because it results in a lot of false positives. Because it causes sensitivity to fall. Because it results in a lot of false negatives.
As Bayes' Theorem illustrates, when you're testing for a rare event (e.g. a rare disease), it's unlikely that a positive result will translate into a high likelihood that the event happened. This is true even for tests which seem very accurate. This counter- intuitive result only works for rare events; why? Because it causes specificity to fall. Because it results in a lot of false positives. Because it causes sensitivity to fall. Because it results in a lot of false negatives.
Chapter8: Sequences, Series,and Probability
Section8.7: Probability
Problem 11ECP: A manufacturer has determined that a machine averages one faulty unit for every 500 it produces....
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![As Bayes' Theorem illustrates, when you're testing for a rare event (e.g. a rare disease), it's unlikely that a positive result will
translate into a high likelihood that the event happened. This is true even for tests which seem very accurate. This counter-
intuitive result only works for rare events; why?
Because it causes specificity to fall.
Because it results in a lot of false positives.
Because it causes sensitivity to fall.
Because it results in a lot of false negatives.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2F4c38ac25-5ea3-44d1-8202-333ef197abac%2F6c5589aa-6c47-4e3c-9cc4-0e942eccd267%2Fxh1lv9_processed.jpeg&w=3840&q=75)
Transcribed Image Text:As Bayes' Theorem illustrates, when you're testing for a rare event (e.g. a rare disease), it's unlikely that a positive result will
translate into a high likelihood that the event happened. This is true even for tests which seem very accurate. This counter-
intuitive result only works for rare events; why?
Because it causes specificity to fall.
Because it results in a lot of false positives.
Because it causes sensitivity to fall.
Because it results in a lot of false negatives.
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