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A result is statistically significant at p < .05. Which interpretation is most accurate?

A. The research hypothesis has a 95% probability of being true.
B. The effect must be practically important.
C. The observed result would be relatively unlikely under the null hypothesis, assuming the statistical model.
D. The sample necessarily represents the population.
Correct Answer: C. The observed result would be relatively unlikely under the null hypothesis, assuming the statistical model.

A p-value is the probability of obtaining results at least as extreme as observed, assuming the null hypothesis and model are true; it is not the probability the hypothesis is true.

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