Question

In: Math

A group of biochemistry researchers developed a new medication for treating depression. To assess if the...

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 = 0.05?

                Psychotherapy

Medication no yes
no 10
11
9
13
12
10
13
8
yes 11
13
8
9
4
3
7
6


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.    

Solutions

Expert Solution

(a) two way anova

(b)

medication - decision: reject hO, as the p-value is less than typical alpha=0.05

psychotherapy: decision: reject hO, as the p-value is less than typical alpha=0.05

interaction: decision: reject hO , as the p-value is less than typical alpha=0.05

here we want to test the null hypothesis H0 against the alternate hypothesis H1

H0: 1. medication has no effect, against H1: medication has effect

H0: 2. psychotherapy has no effect against H1: psychotherapy has effect

H0: 3. there is no interaction agaist H1: there is interaction

(c)=SS(effect)/Total SS

Source of Variation
medication 49/164=0.2988, large effect
psyschotherapy 36/164=0.2195, large effect
Interaction 36/164=0.2195, large effect

Cohen’s (1988) guidelines. According to him:

  • Small: 0.01
  • Medium: 0.059
  • Large: 0.138

(d) since we reject the null hypothesis in part (b) so right choices are

following information has been generated using ms-excel

Anova: Two-Factor With Replication
SUMMARY pyed pno Total
myes
Count 4 4 8
Sum 43 43 86
Average 10.75 10.75 10.75
Variance 2.916667 4.916667 3.357143
mno
Count 4 4 8
Sum 41 17 58
Average 10.25 4.25 7.25
Variance 4.916667 1.583333 13.07143
Total
Count 8 8
Sum 84 60
Average 10.5 7.5
Variance 3.428571 14.85714
ANOVA
Source of Variation SS df MS F P-value F crit
medication 49 1 49 13.67442 0.003047 4.747225
psyschotherapy 36 1 36 10.04651 0.008075 4.747225
Interaction 36 1 36 10.04651 0.008075 4.747225
Within 43 12 3.583333
Total 164 15

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