Question

In: Statistics and Probability

Seasonal affective disorder (SAD) is a type of depression during seasons with less daylight (e.g., winter...

Seasonal affective disorder (SAD) is a type of depression during seasons with less daylight (e.g., winter months). One therapy for SAD is phototherapy, which is increased exposure to light used to improve mood. A researcher tests this therapy by exposing a sample of patients with SAD to different intensities of light (low, medium, high) in a light box, either in the morning or at night (these are the times thought to be most effective for light therapy). All participants rated their mood following this therapy on a scale from 1 (poor mood) to 9 (improved mood). The hypothetical results are given in the following table.

Light Intensity
Low Medium High
Time of
Day
Morning 4 5 7
6 6 8
4 4 6
7 7 9
5 9 5
6 8 7
Night 5 6 9
8 8 7
6 7 6
7 5 8
4 9 7
3 8 6

(a) Complete the F-table and make a decision to retain or reject the null hypothesis for each hypothesis test. (Round your answers to two decimal places. Assume experimentwise alpha equal to 0.05.)

Source of
Variation
SS df MS F
Time of day 1 2 3 4
Intensity 5 6 7 8
Time of
day ×
Intensity
9 10 11 12
Error 13 14 15
Total 16 17


State the decision for the main effect of the time of day.

Retain the null hypothesis. Reject the null hypothesis.    


State the decision for the main effect of intensity.

Retain the null hypothesis. Reject the null hypothesis.    


State the decision for the interaction effect.

Retain the null hypothesis. Reject the null hypothesis.    


(b) Compute Tukey's HSD to analyze the significant main effect.

The critical value is _____

for each pairwise comparison.


Summarize the results for this test using APA format.

EXPLAIN THE PROCESS, HOW TO..SS, DF, MS, F, VARIANCE?????

Solutions

Expert Solution

ANOVA table

Source DF SS MS F P
Time of Day 1 1.00 1.00 0.43 0.518
Light Intensity 2 19.39 9.69 4.15 0.026
Interaction 2 0.50 0.25 0.11 0.899
Error 30 70.00 2.33
Total 35 90.8889

S = 1.528 R-Sq = 22.98% R-Sq(adj) = 10.15%

State the decision for the main effect of the time of day.

Ans: Retain the null hypothesis.


State the decision for the main effect of intensity.

Ans: Reject the null hypothesis.    


State the decision for the interaction effect.

Ans: Reject the null hypothesis.

    

The critical value is 3.44 for each pairwise comparison.

b)

Multiple Comparisons
Y
Tukey HSD
(I) Light (J) Light Mean Difference (I-J) Std. Error Sig. 95% Confidence Interval
Lower Bound Upper Bound
Low Medium -1.4167 .62361 .076 -2.9540 .1207
High -1.6667* .62361 .031 -3.2040 -.1293
Medium High -.2500 .62361 .915 -1.7874 1.2874

Comment: The mean rate of mood in the levels Low and High of the Light intensity are significantly different at the 0.05 significance level.


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