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How can one interpret a set of P values, which are not adjusted for multiple comparisons?

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How can one interpret a set of P values, which are not adjusted for multiple comparisons?

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One has to be very cautious when interpreting a set of P values. It is very easy to get distracted by the smallest P value, and not take into account how large the set of P values is. It is often best to consider these multiple comparisons as a tool to generate hypotheses — hypotheses that can be tested with future, more focussed, experiments.

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