When are the results of an experiment said to be statistically significant?

Results are statistically significant when the observed difference or pattern would be unlikely to occur from random chance alone, assuming no real effect. Choice D states this directly: the results are too unusual to be explained by chance. Differences between treatment groups or a large sample size by themselves do not establish statistical significance.

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