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I'm quite unclear about the statistics. The standard approach would likely be to use statistics that output some p-value.
Did you follow some explicit other statistical approach that's standardized somewhere where you would argue that it's better for this problem?
Generally, if 17% of the variation of concentration would be explained by masturbation that doesn't seem to me like it would support saying that masturbation doesn't matter.