In: Math
A group of biochemistry researchers developed a new medication
for treating depression. To assess if the new medication is
effective at treating depression, the researchers obtained a sample
of depressive patients from a local clinic. The patients were then
randomly assigned into taking the medication for a month or not. In
addition, the patients were also randomly assigned into receiving
psychotherapy for a month or not. At the end of the study, the
patients were asked to fill out a depression inventory in which a
higher score indicates more depression. The data are below. What
can be concluded with α = 0.01?
Psychotherapy
Medication | no | yes |
---|---|---|
no | 10 11 9 13 |
12 10 13 8 |
yes | 11 13 8 9 |
4 3 4 14 |
a) What is the appropriate test statistic?
---Select--- na one-way ANOVA within-subjects ANOVA two-way
ANOVA
b) Compute the appropriate test statistic(s) to
make a decision about H0.
Medication: p-value = ;
Decision: ---Select--- Reject H0 Fail to reject H0
Psychotherapy: p-value = ;
Decision: ---Select--- Reject H0 Fail to reject H0
Interaction: p-value = ;
Decision: ---Select--- Reject H0 Fail to reject H0
c) Compute the corresponding effect size(s) and
indicate magnitude(s).
Medication: η2
= ; ---Select--- na trivial effect small
effect medium effect large effect
Psychotherapy: η2
= ; ---Select--- na trivial effect small
effect medium effect large effect
Interaction: η2
= ; ---Select--- na trivial effect small
effect medium effect large effect
d) Make an interpretation based on the
results.
There is a medication difference in depression.There is no medication difference in depression.
There is a psychotherapy difference in depression.There is no psychotherapy difference in depression.
There is a medication by psychotherapy interaction in depression.There is no medication by psychotherapy interaction in depression.
Psychotherapy | Anova: Two-Factor With Replication | |||||||||
Medication | no | yes | ||||||||
no | 10 | 12 | SUMMARY | no | yes | Total | ||||
11 | 10 | no | ||||||||
9 | 13 | Count | 4 | 4 | 8 | |||||
13 | 8 | Sum | 43 | 43 | 86 | |||||
yes | 11 | 4 | Average | 10.75 | 10.75 | 10.75 | ||||
13 | 3 | Variance | 2.916666667 | 4.916667 | 3.357143 | |||||
8 | 4 | |||||||||
9 | 14 | yes | ||||||||
Count | 4 | 4 | 8 | |||||||
Sum | 41 | 25 | 66 | |||||||
Average | 10.25 | 6.25 | 8.25 | |||||||
Variance | 4.916666667 | 26.91667 | 18.21429 | |||||||
Total | ||||||||||
Count | 8 | 8 | ||||||||
Sum | 84 | 68 | ||||||||
Average | 10.5 | 8.5 | ||||||||
Variance | 3.428571429 | 19.42857 | ||||||||
ANOVA | ||||||||||
Source of Variation | SS | df | MS | F | P-value | F crit | ||||
Medication | 25 | 1 | 25 | 2.521008403 | 0.138324038 | 4.747225 | ||||
Psychotherapy | 16 | 1 | 16 | 1.613445378 | 0.228084693 | 4.747225 | ||||
Interaction | 16 | 1 | 16 | 1.613445378 | 0.228084693 | 4.747225 | ||||
Within | 119 | 12 | 9.916667 | |||||||
Total | 176 | 15 |
a) two-way ANOVA
b) Medication: F-ratio=2.5210,
p-value =0.1383 ; Decision: Fail to reject
H0
Psychotherapy: F-ratio=1.6134, p-value
=0.2281 ; Decision: Fail to reject H0
Interaction:F-ratio=1.6134, p-value
=0.2281 ; Decision: Fail to reject H0
c) Compute the corresponding effect size(s) and
indicate magnitude(s).
Medication: η2 =25/176=0.1420 ; Large
effect
Psychotherapy: η2 =16/176=0.09 ; medium
effect
Interaction: η2 =16/176=0.09 ; medium
effect
(d) There is no medication difference in depression.
There is no psychotherapy difference in depression.
There is no medication by psychotherapy interaction in depression.