In: Statistics and Probability
J Morton et al examined gallbladder function before and after fundoplication - a surgery used to stop stomach contents from flowing back into the esophagus (acid reflux) - in patients with gastroesophageal reflux disease. The authors measured gallbladder functionality by calculating the gallbladder ejection fraction (GBEF) before and after fundoplication for 12 patients. The goal of fundoplication is to increase GBEF, which is measured as a percent. The data are shown below. Can we conclude that fundoplication increases GBEF functioning? Construct a 95% confidence interval.
show work/calculations of each step
cannot use statical calculator/or programs
Preop % 22.0 63.3 96 9.2 3.1 50.0 33 69.0 64 18.8 10 34
Postop % 65.5 91.5 59 39.8 10.1 19.6 41 89.8 86 55.0 88 40
The following table is obtained:
Sample 1 | Sample 2 | Difference = Sample 1 - Sample 2 | |
22 | 65.5 | -43.5 | |
63.3 | 91.5 | -28.2 | |
96 | 59 | 37 | |
9.2 | 39.8 | -30.6 | |
3.1 | 10.1 | -7 | |
50 | 19.6 | 30.4 | |
33 | 41 | -8 | |
69 | 89.8 | -20.8 | |
64 | 86 | -22 | |
18.8 | 55 | -36.2 | |
10 | 88 | -78 | |
34 | 40 | -6 | |
Average | 39.367 | 57.108 | -17.742 |
St. Dev. | 29.014 | 27.941 | 31.042 |
n | 12 | 12 | 12 |
For the score differences, we have
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho:
Ha:
This corresponds to a left-tailed test, for which a t-test for two paired samples be used.
(2) Rejection Region
Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df=11.
Hence, it is found that the critical value for this left-tailed test is tc=−1.796, for α=0.05 and df = 11
The rejection region for this left-tailed test is
(3) Test Statistics
The t-statistic is computed as shown in the following formula:
(4) The decision about the null hypothesis
Since it is observed that t=−1.98<tc=−1.796, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p=0.0366, and since p=0.0366<0.05, it is concluded that the null hypothesis is rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that the population mean μ1 is less than μ2, at the 0.05 significance level. Therefore we can conclude that fundoplication increases GBEF functioning.
Confidence interval
The 95% confidence interval is calculated as:
Please do upvote if you are satisfied! Let me know in the comments if anything is not clear. I will reply ASAP!