Doubt in week 18 quiz (hospital question)

I agree that the ans should be “Normal Distribution” , but I think the reason given here is wrong.

Because when we take the case of a dice throw, the population distribution is uniform but when we see the distribution of sample mean we get a normal distribution(As described in the demo videos). So the population distribution and the sample statistic distribution need not be same right? correct me if I am wrong

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