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Can a hypothesis test ever prove something 100% true, or does it only give probabilities?

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No, a hypothesis test cannot prove a hypothesis 100% true; it can only provide probabilistic evidence to support or refute it, as it relies on samples and can never account for all possible factors or exceptions.

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