A researcher tests whether a new therapy reduces anxiety scores compared to a control group. The results show a p value of 0.03. Using a significance level of 0.05, which of the following is the most accurate interpretation of this result?
The therapy is guaranteed to reduce anxiety in all patients
The difference between groups is statistically significant, and the null hypothesis can be rejected
The result is not statistically significant, so the null hypothesis should be retained
The p value indicates that the therapy has a large effect on anxiety
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