2019 RI P2 Q5

2019 RI P2 Q5

3 marks
Prelims
  1. The probability that a hospital patient has a particular disease is \(p\). A test for the disease has a probability of \(0.99\) of giving a positive result when the patient has the disease and a probability of \(0.95\)of giving a negative result when the patient does not have the disease. A patient is given the test.
    For a general value of \(p\), the probability that a randomly chosen patient has the disease given that the result of the test is positive is denoted by \(\mathrm{f}\left( p \right)\).
    Find an expression for \(\mathrm{f}\left( p \right)\) and show that \(\mathrm{f}\) is an increasing function for \(0 < p < 1\). Explain what this statement means in the context of this question.[5]
  2. For events \(A\) and \(B\), it is given that \(\mathrm{P}\left( A \right)=0.7\) and \(\mathrm{P}\left( B \right)=k\).
    1. Given that \(A\) and \(B\) are independent events, find \(\mathrm{P}\left( A\cap {B}' \right)\) in terms of \(k\). [1]
    2. Given instead that \(A\) and \(B\) are mutually exclusive events, state the range of values of \(k\). Find \(\mathrm{P}\left( B\mid {A}' \right)\) in terms of \(k\).[2]

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Answer:(a) \(f(p)=\dfrac{99p}{94p+5}\), \(f'(p)=\dfrac{495}{(94p+5)^2}>0\). A positive test is more likely to indicate disease when prevalence increases (b)(i) \(\dfrac{7(1-k)}{10}\) (ii) \(0\leq k\leq0.3\), \(\mathrm P(B\mid A')=\dfrac{10k}{3}\)

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