Wave 2 / Step 6 of the remediation plan. Organic personal-post A/B tests gather a handful of posts per variant — far below the volume a significance test needs — so the tool must not imply statistical significance: - Rename the results-table "Significant?" column to "Directional?" and define it as "clears the ~20% minimum-meaningful-difference AND points the same way across most posts" — a direction to test further, not a significant result. - Reword the "20% significance rule" to a minimum-meaningful-difference effect-size heuristic (explicitly NOT statistical significance). - Replace the "3 = Medium, 5+ = High" confidence ladder with a directional-only confidence section: treat every result as directional (not significant) given realistic volume is well under ~50 conversions/variant; name a direction, not a winner. The 20% minimum-meaningful-difference threshold itself stays — it is a legitimate effect-size heuristic; only the significance framing was the false claim. Verify: no "Significant?"/"20% significance" remain; "directional" present; structural lint 0 failed. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> |
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| ai-psychosis | ||
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