Question

In: Statistics and Probability

An article in the Journal of the American Medical Assocation described an experiment to investigate the...

An article in the Journal of the American Medical Assocation described an experiment to investigate the effect of four treatments on various body characteristics. In this double-blind experiment, each of 59 female subjects age 65 or older was assigned at random to one of the following four treatments:

1) P + P: placebo "growth hormone" and placebo "steroid"
2) P + S: placebo "growth hormone" and the steroid estradiol
3) G + P: growth hormone and placebo "steroid"
4) G + S: growth hormone and the steroid estradiol

The change in body fat mass was measured over the 26-week period following the treatments. Using the information provided above and in the partial table below, complete the ANOVA table (use 2 decimals for your answers).

Source of Variation df Sum of Squares Mean Square F
Treatment
Error 1.4 X
Total 226.37 X X

Solutions

Expert Solution

Given:

Total sample size = 59, Number of Treatments = 4

Mean square error: 1.4

Calculation:

df_Treatment = 4-1 = 3

df_Total = n-1 = 59-1 = 58

df_error = df_Total - df_Treatment = 58 - 3 = 55

Mean square error = Sum of Squares of error / df_error

1.4 = Sum of Squares of error / 55

Sum of Squares of error = 1.4 * 55 = 77

Sum of Squares of Treatment = Sum of Squares of Total - Sum of Squares of error

Sum of Squares of Treatment = 226.37 - 77 = 149.37

Mean square Treatment = Sum of squares Treatment / df_Treatment

Mean square Treatment = 149.37/3 = 49.79

F = Mean Square Treatment / Mean Square error

F = 49.79 / 1.4 = 35.56

ANOVA TABLE:

Source of Variation df Sum of Squares Mean Square F
Treatment 3 149.37 49.79 35.56
Error 55 77 1.4
Total 58 226.37

Critical value:

F_tabulate = F,(t-1,n-t) = F0.05,(3,55) = 2.7725

CONCLUSION:

Test statistic (F) > Critical value, i.e. 35.56 > 2.7725,   We conclude that data provide us enough evidence against the null hypothesis Ho, and hence Reject Ho at 5% level of significance.

Therefore, There is a significant difference in those Treatment mean.


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