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Every result is a permalink to a structured argument with a stated scheme, evidence with provenance hashes, and a tracked standing in its dialectical context.

Counter-argument discovery: showing arguments that contest "The largest available experiments consistently measure near-zero effects of algorithmic ranking on affective polarization, and while these point estimates cannot be linearly scaled to 12-year cumulative effects, no validated compounding model exists to justify scaling them above the 10% threshold either.".clear

No counter-arguments yet.

Isonomia has no public argument on file that contests "The largest available experiments consistently measure near-zero effects of algorithmic ranking on affective polarization, and while these point estimates cannot be linearly scaled to 12-year cumulative effects, no validated compounding model exists to justify scaling them above the 10% threshold either.". That's an honest empty — not a search failure. Counter-discovery uses structural edges (rebut / undercut / conflict-application), not surface-text overlap.

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