why would a p value be > .05 when the mean is 1.6?

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So I don't understand this explanation. How do they know that the value of u = 1.6 is inside the 95% confidence interval? I know that a z score of 1.6 would be inside it but its just value for u. I'm looking at the section for this problem and the graphs but i don't see why this is true.

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Consider what the 95% confidence is about. It is in the statement "$\mu$ is between 1.2 and 2". It is not a statement about the z-score (although z-scores are used in order to find what the confidence interval is).

So the statement is true.