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dvasya comments on Too good to be true - Less Wrong
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No; it's standard to set the threshold for your statistical test for 95% confidence. Studies with larger samples can detect smaller differences between groups with that same statistical power.
How does your choice of threshold (made beforehand) affect your actual data and the information about the actual phenomenon contained therein?