Exam 15: Introduction to the Analysis of Variance

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A clinical psychologist is interested in comparing the effectiveness of short term relaxation and cognitive-behavioral therapy in treating mild depression. An experiment is conducted in which 15 patients with mild depression are randomly selected and assigned 5 each to a relaxation therapy group, a cognitive/behavioral therapy group, and an attention placebo group. Therapy is administered until the patient is judged no longer depressed or until 10 treatment sessions have elapsed. The following data is obtained. Scores are the number of sessions for each patient. A clinical psychologist is interested in comparing the effectiveness of short term relaxation and cognitive-behavioral therapy in treating mild depression. An experiment is conducted in which 15 patients with mild depression are randomly selected and assigned 5 each to a relaxation therapy group, a cognitive/behavioral therapy group, and an attention placebo group. Therapy is administered until the patient is judged no longer depressed or until 10 treatment sessions have elapsed. The following data is obtained. Scores are the number of sessions for each patient.   Using the HSD test with a = 0.05, the appropriate critical value is _________. Using the HSD test with a = 0.05, the appropriate critical value is _________.

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Which is more powerful, a priori or a posteriori comparisons. Why?

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The power of a priori and a posteriori comparisons depends on the specific context and the nature of the comparison being made.

A priori comparisons are based on theoretical reasoning and predictions made before any empirical evidence is collected. These comparisons can be powerful in situations where there is a strong theoretical basis for the comparison and where the underlying assumptions are well-supported. However, a priori comparisons can also be limited by the accuracy of the theoretical models and assumptions on which they are based.

On the other hand, a posteriori comparisons are based on empirical evidence that has been collected and analyzed. These comparisons can be powerful in situations where there is a large amount of high-quality data available and where the comparisons can be made with a high degree of confidence. However, a posteriori comparisons can also be limited by the quality and quantity of the available data, as well as the potential for confounding variables and biases in the data.

In general, the power of a priori and a posteriori comparisons depends on the specific context and the quality of the theoretical reasoning or empirical evidence on which they are based. Both types of comparisons have their strengths and limitations, and the most powerful approach will depend on the specific circumstances of the comparison being made.

The total degrees of freedom for an experiment with n 1 = 10, n 2 = 12, and n 3 = 10 is ________.

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When analyzing data from experiments that involve more than two groups _________.

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The HSD test _________.

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A pharmacologist is interested in determining whether or not three different psychoactive drugs differ in how long they remain in the body before they are excreted or metabolized. The pharmacologist randomly assigned 18 subjects to three different groups and recorded the number of days the drugs remained at measurable levels in each subject. The results are presented below. a. Is there a difference in the time it takes for these drugs to be cleared from the subjects? (Use a = 0.05). b. Which drugs are different in how long they remain in the subjects? (Use a = 0.05 and the HSD test). c. Same as part b , but using the Scheffé test.

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Define estimated omega squared ( Define estimated omega squared (   ) )

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F obt = ( ΣS between /df between )/( ΣS within /df within )

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The analysis of variance technique analyzes the variability of the data. Yet a significant F value indicates there is at least one significant mean difference between the conditions. How does analyzing the variability of the data allow conclusions about the means of the conditions?

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An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory. An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory.   Using a = 0.05, what do you conclude? Using a = 0.05, what do you conclude?

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If F obt F crit, we reject H 0 .

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Define eta squared ( Define eta squared (   ). ).

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When doing planned comparisons, _________.

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The df used in the Scheffé test to compute is _________.

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The F test is not used when comparing 2 or more estimates of the H 0 population variance.

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If its assumptions are met, the analysis of variance technique is appropriate when _________.

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A posteriori or post hoc comparisons _________.

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Define Scheffé test

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An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory. An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory.   MS<sub>within</sub> = _________. MSwithin = _________.

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Which test is more powerful, the Tukey HSD test or the Scheffé test? Explain.

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