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In applying Bayes' Theorem to medical diagnosis, the post-test probability of a disease is calculated based on the ratio between the likelihood of the test being positive if the disease is present and the sum of all possible reasons for the test to be positive, times this additional factor.
What is the pre-test probability (or prevalence) of the disease?