In: Statistics and Probability
Suppose a clinical trial is conducted to test the efficacy of a drug ! for treating gonorrhea in females. 100 female patients with gonorrhea are given this drug and are seen 2 weeks later, at which time 10 of the 100 patients still have gonorrhea.
A.) What is the best point estimate for p, the probability of a failure with the drug A?
5% |
10% |
15% |
20% |
B) What is the Standard error of the point estimate?
10% |
9% |
5% |
3% |
C) Based on the Normal Approximation, what is the 95% Confidence Interval for p?
(0.488, 0.688) |
(0.041, 0.688) |
(0.128, 0.348) |
(0.041, 0.159) |
D.) For a drug to be considered effective, the gonorrhea rate after treatment needs to be lower than 15%. Based on this and the previous information in part c, would drug A be considered effective? (Yes or No?)
A)
best point estimate for p is the :
Sample proportion : = Number of patients still have gonorrhea / Total number of patients with gonorrhea who are given this drug = 10/100 = 0.10
best point estimate for p, the probability of a failure with the drug A = 0.10 x 100 = 10%
Ans : 10%
B)
Standard error of the point estimate : SE
n : Sample Size : Total number of patients with gonorrhea who are given this drug = 100
Standard error of the point estimate = 0.03* 100 = 3%
Ans : 3%
C)
95% Confidence Interval for p :
for 95% confidence level = 100 - 95/100 = 0.05
/2 = 0.05/2 = 0.025
Z0.025 = 1.96
95% Confidence Interval for p :
95% Confidence Interval for p : (0.041,0.159)
Ans : (0.041, 0.159)
D)
95% Confidence Interval for p in terms of percentage = (0.041*100, 0.159*100) =(4.1%,15.9%)
Lower Confidence limit = 4.1%
Upper confidence limit = 15.9%
For a drug to be considered effective, the gonorrhea rate after treatment needs to be lower than 15%;
Since upper confidence limit 15.9 is greater than 15% ; drug A is not considered effective.
would drug A be considered effective? No
Ans : No