In: Statistics and Probability
Tobramycin is a powerful antibiotic. To minimize its toxic side effects, the dose can be individ- ualized for each patient. Thirty patients participated in a study of the accuracy of this individualized dosing. For each patient, the actual peak concentration (ug/ml) of Tobramycin in the blood serum was measured, and the predicted peak concentration of Tobramycin was calculated, based on the patient's age, sex, weight, and other characteristics. The results were reported as in the table.
Summary | Predicted | actual |
---|---|---|
mean | 4.52 | 4.40 |
SD | 0.90 | .85 |
n | 30 | 30 |
Dose the reported summary give enough information for you to judge whether the individualized dosing is, on the whole, accurate in its predicted of peak concentration? In other words, dose the reported summary give enough information for you to complete paired-sample t test? If so, describe how you would make this judgment. If not, describe what additional information you would need and why.
here we use two independent sample t-test not paired t-test. since both type of observations are not dependent on the patients.
The paired sample t-test, sometimes called the dependent sample t-test, is a statistical procedure used to determine whether the mean difference between two sets of observations is zero. In a paired sample t-test, each subject or entity is measured twice, resulting in pairs of observations. Common applications of the paired sample t-test include case-control studies or repeated-measures designs.
here we use t-test with
null hypothesis H0:mean1=mean2 and alternate hypothesis H1:mean1≠mean2
statistic t=|(mean1-mean2)|/((sp*(1/n1 +1/n2)1/2) =0.5309 with df is n=n1+n2-2 =58
and sp2=((n1-1)s12+(n2-1)s22)/n=0.7663
since the two tailed p-value is more than typical value of alpha=0.05, so we fail to reject H0 (or accept H0) and conclude that there is sufficient evidence that there is no difference between predicted and actual value.
sample | mean | s | s2 | n | (n-1)s2 | |
predicted | 4.5200 | 0.9000 | 0.8100 | 30 | 23.4900 | |
actual | 4.4000 | 0.8500 | 0.7225 | 30 | 20.9525 | |
difference= | 0.1200 | sum= | 1.5325 | 60 | 44.4425 | |
sp2= | 0.7663 | |||||
sp= | 0.8754 | |||||
SE= | 0.2260 | |||||
t= | 0.5309 | |||||
one tailed | p-value= | 0.2987 | ||||
two tailed | p-value= | 0.5975 | ||||
critical | t(0.05) | 2.0017 |