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In a study on effectiveness of therapy in treating depression, participants are randomly assigned to groups so that 10 receive cognitive behaviour therapy (CBT) and 10 are assigned to a no-treatment control condition. The outcome improvement scores for participants in the CBT group are quite different from each other (e.g., some had minimal improvement scores, while others showed large benefits) . This discrepancy is referred to as:
Degrees of Freedom
The number of independent values or quantities which can be assigned to a statistical distribution, affecting the shape of the distribution.
P-values
P-values provide the probability of obtaining an effect at least as extreme as the one in your sample data, assuming the truth of the null hypothesis.
Standard Error
A statistic that measures the average distance that a sample statistic, such as the mean, deviates from the actual population mean.
Alternative Hypothesis
A statement that contradicts the null hypothesis and is tested directly in a hypothesis testing framework, assuming the null hypothesis is false.
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