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The use of p-values with a research design like you are describing worries me:

'The garden of forking paths: Why multiple comparisons can be a problem, even when there is no \ shing expedition" or "p-hacking" and the research hypothesis was posited ahead of time' http://www.stat.columbia.edu/~gelman/research/unpublished/p_...




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