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 "identifier": "kaal:entity:quantification-impossibility",
 "name": "Quantification impossibility",
 "termCode": "quantification-impossibility",
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6269518-008",
   "identifier": "kaal:claim:6269518-008",
   "text": "Requiring agents to assign continuous-valued citation weights presupposes a quantification of the relative contribution of prior work that is epistemically unknowable, because knowledge production is not a linear combination of inputs amenable to precise fractional decomposition.",
   "abstract": "In practice, this quantification is epistemically unknowable. Was a prior collaborator's insight worth 0.37 or 0.62 of the current agent's work? The question has no determinate answer. Knowledge production is not a linear combination of inputs amenable to precise fractional decomposition.",
   "citation": "Wulf A. Kaal, Citation Honesty Mechanisms in Weighted Directed Acyclic Graph Governance (2026). SSRN: https://ssrn.com/abstract=6269518",
   "datePublished": "2026",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "citation weights required to be continuous values summing to one"
   ],
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  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6269518-034",
   "identifier": "kaal:claim:6269518-034",
   "text": "The citation honesty equilibrium is robust because it does not require agents to quantify precise citation weights; it requires only that citation patterns be directionally honest, which is what the validator assessment evaluates, thereby addressing the quantification impossibility.",
   "abstract": "It requires only that agents' citation patterns be directionally honest. That is, citation patterns demonstrate that agents do not systematically under-cite contributors whose work they relied upon.",
   "citation": "Wulf A. Kaal, Citation Honesty Mechanisms in Weighted Directed Acyclic Graph Governance (2026). SSRN: https://ssrn.com/abstract=6269518",
   "datePublished": "2026",
   "claim_type": "mechanism",
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   "scope_conditions": [
    "validators assess directional honesty rather than point estimates of attribution fractions"
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}