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AI medical drafts sound equally confident when wrong, so a pharmacist must read them all or trust an unmeasured error rate. Conformal Guard lets them set the bound (e.g. 5 in 100) and says how many drafts they must read to keep it; on held-out Muse Spark answers the bound held (4.7% vs 5%).