You can assume that the data followed all three assumptions for ANOVA analysis, namely, independence, equal variance, and normality.
Placebo |
Dose2 |
Dose5 |
4.3 |
3.7 |
1.3 |
9.1 |
3.5 |
1 |
6.1 |
5.2 |
0.7 |
4.7 |
9.3 |
1.2 |
4.1 |
6.7 |
1.3 |
7.8 |
5.2 |
1.6 |
5.7 |
4.1 |
2.4 |
5.8 |
5.3 |
1.9 |
This is my answer to the first part of the question.
Based on the results of the one-way ANOVA test, an F value of 21.093being greater than a p-value <0.05, there is a significant difference in the mean between the response index between placebo, dose 2, and dose 5. We should reject the null hypothesis and accept the alternative (There is a significant difference in the mean response index between placebo, dose 2, and dose 5).
Post hoc analysis should be carried out to test which pair
of treatment differ significantly with respect to mean response
index.
I need help with Q2.
Q2: For Drug X, which dose level appeared to be better in regard to anti-tumor efficacy? [You must provide the key statistical evidence to support your decision; otherwise, you will lose some points.] [6 points] [Pay attention to my assumption about this data set: independence, equal variance, and normality]
The ANOVA output is:
Mean | n | Std. Dev | |||
5.95 | 8 | 1.739 | Placebo | ||
5.38 | 8 | 1.896 | Dose2 | ||
1.43 | 8 | 0.534 | Dose5 | ||
4.25 | 24 | 2.514 | Total | ||
ANOVA table | |||||
Source | SS | df | MS | F | p-value |
Treatment | 97.090 | 2 | 48.5450 | 21.09 | 9.48E-06 |
Error | 48.330 | 21 | 2.3014 | ||
Total | 145.420 | 23 | |||
Post hoc analysis | |||||
p-values for pairwise t-tests | |||||
Dose5 | Dose2 | Placebo | |||
1.43 | 5.38 | 5.95 | |||
Dose5 | 1.43 | ||||
Dose2 | 5.38 | 3.68E-05 | |||
Placebo | 5.95 | 6.39E-06 | .4568 |
Dose 5 is statistically significant with Dose 2 and Placebo. Therefore, Dose 5 level appeared to be better in regard to anti-tumor efficacy.
You can assume that the data followed all three assumptions for ANOVA analysis, namely, independence, equal...
You can assume that the data followed all three assumptions for ANOVA analysis, namely, independence, equal variance, and normality. Placebo Dose2 Dose5 4.3 3.7 1.3 9.1 3.5 1 6.1 5.2 0.7 4.7 9.3 1.2 4.1 6.7 1.3 7.8 5.2 1.6 5.7 4.1 2.4 5.8 5.3 1.9 Here is my ANOVA table SUMMARY Groups Count Mean Std Dev Placebo 8 5.95 1.74 Dose2 8 5.375 1.90 Dose5 8 1.425 0.53 Results Source of Variation SS df MS F P-value Between 97.41...
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