1. The 1-week mortality rate among adult TBI patients is 30%. You conducted a sm
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Question
1. The 1-week mortality rate among adult TBI patients is 30%. You conducted a small pilot study among 12 children who had TBI. Six of them died within a week.
(a) You want to test whether the 1-week mortality rate among your study population is the same as the 1-week mortality rate for adult TBI patients. Write down the formula to derive the exact p-value.
(b) Suppose that you want to design a new study with 85% power to test the same hypothesis, based on the estimates from your pilot study. Calculate the necessary sample size by hand.
Explanation / Answer
Solution:
Part a
Here, we have to use the z test for population proportion. The null and alternative hypothesis is given as below:
Null hypothesis: H0: p = 0.3
Alternative hypothesis: Ha: p 0.3
We are given, sample size = n = 12 and x = 6
Sample proportion = P = x/n = 6/12 = 0.5
The test statistic formula is given as below:
Z = (P – p) / sqrt(pq/n)
Where, q = 1 – p = 1 – 0.3 = 0.7 and n = 12
Now, plug all values in the above formula
Z = (0.5 – 0.3) / sqrt(0.3*0.7/12)
Z = 0.2/ 0.132288
Z = 1.511858
P-value = 0.1306 (by using z-table)
Part b
Here, we have to find sample size for the given population proportion.
Sample size formula is given as below:
Sample size = n = pq(Z/E)^2
Where, Z is the critical value at 85% power or confidence level
E is the margin of error which is given as below:
E = Z*sqrt(pq/n)
Z = 1.4395
E = 1.4395* sqrt(0.3*0.7/12)
E = 1.4395*0.132288
E = 0.190429
Sample size = n = 0.3*0.7*(1.4395/0.190429)^2
Sample size = n = 11.99987
Required sample size = 12 approximately
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