Gonzalez Murray
04/18/2023 · Junior High School
Unknown to a medical researcher, 4 out of 22 patients have a heart problem that will result in death if they recelve the test drug. 8 patients are randomly selected to recelve the drug and the rest recelve a placebo. What is the probability that more than 1 patient will die? Express your answer as a fraction or a decimal number rounded to four decimal places.
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Step-by-step Solution
To solve this problem, we can model the situation using the hypergeometric distribution. The hypergeometric distribution is appropriate here because we are sampling without replacement from a finite population.
### Parameters:
- Total number of patients (N): 22
- Number of patients with heart problems (K): 4
- Number of patients selected to receive the drug (n): 8
- Number of patients without heart problems (N - K): 22 - 4 = 18
We want to find the probability that more than 1 patient will die after receiving the drug. This means we need to calculate the probabilities for 0 and 1 patient dying and then subtract these from 1.
### Step 1: Calculate the probability of 0 patients dying
To find the probability of exactly 0 patients dying, we need to select all 8 patients from the 18 who do not have heart problems.
\[
P(X = 0) = \frac{\binom{K}{0} \cdot \binom{N-K}{n}}{\binom{N}{n}} = \frac{\binom{4}{0} \cdot \binom{18}{8}}{\binom{22}{8}}
\]
Calculating the binomial coefficients:
- \(\binom{4}{0} = 1\)
- \(\binom{18}{8} = \frac{18!}{8!(18-8)!} = \frac{18!}{8!10!} = 43758\)
- \(\binom{22}{8} = \frac{22!}{8!(22-8)!} = \frac{22!}{8!14!} = 3191264\)
Now substituting these values into the formula:
\[
P(X = 0) = \frac{1 \cdot 43758}{3191264} \approx 0.0137
\]
### Step 2: Calculate the probability of 1 patient dying
To find the probability of exactly 1 patient dying, we need to select 1 patient from the 4 with heart problems and 7 patients from the 18 without heart problems.
\[
P(X = 1) = \frac{\binom{K}{1} \cdot \binom{N-K}{n-1}}{\binom{N}{n}} = \frac{\binom{4}{1} \cdot \binom{18}{7}}{\binom{22}{8}}
\]
Calculating the binomial coefficients:
- \(\binom{4}{1} = 4\)
- \(\binom{18}{7} = \frac{18!}{7!(18-7)!} = \frac{18!}{7!11!} = 31824\)
Now substituting these values into the formula:
\[
P(X = 1) = \frac{4 \cdot 31824}{3191264} \approx 0.0399
\]
### Step 3: Calculate the probability of more than 1 patient dying
Now we can find the probability of more than 1 patient dying:
\[
P(X > 1) = 1 - P(X = 0) - P(X = 1)
\]
Substituting the values we calculated:
\[
P(X > 1) = 1 - 0.0137 - 0.0399 \approx 1 - 0.0536 = 0.9464
\]
### Final Answer
The probability that more than 1 patient will die is approximately:
\[
\boxed{0.9464}
\]
Quick Answer
The probability that more than 1 patient will die is approximately 0.9464.
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