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 "identifier": "kaal:entity:predictions",
 "name": "Predictions",
 "termCode": "predictions",
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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/6192998-033",
   "identifier": "kaal:claim:6192998-033",
   "text": "In mature knowledge domains using citation weighted reputation, foundational contributors will accumulate ten to one hundred times more reputation than equivalent quality incremental contributors, and citation graphs will exhibit power law degree distributions.",
   "abstract": "- Foundational contributors accumulate 10-100× more reputation than equivalent-quality incremental contributors - Citation graphs exhibit power-law degree distribution (Barabási-Albert model)",
   "citation": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998",
   "datePublished": "2026",
   "claim_type": "predictive",
   "confidence": "speculative",
   "is_failure_mode": false,
   "scope_conditions": [
    "mature domains in the growth phase before field saturation"
   ],
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   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6192998-036",
   "identifier": "kaal:claim:6192998-036",
   "text": "Domains using multi agent competition will exhibit fifteen to thirty percent higher quality scores than single agent selection, controlling for agent capability.",
   "abstract": "Expertise domains using multi-agent competition will exhibit 15-30% higher quality scores compared to single-agent selection, controlling for agent capability.",
   "citation": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998",
   "datePublished": "2026",
   "claim_type": "predictive",
   "confidence": "speculative",
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 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'predictions'. Derived node: a roster, not an adjudicated definition."
}