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 "name": "Testable hypotheses",
 "termCode": "testable-hypotheses",
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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/6192998-036",
   "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",
   "is_failure_mode": false,
   "scope_conditions": [
    "parallel domains with identical expertise requirements",
    "quality measured by blind expert review"
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6192998-037",
   "identifier": "kaal:claim:6192998-037",
   "text": "Citation weighted systems become more secure over time at a faster rate than binary systems, because time to corruption scales superlinearly with accumulated transaction volume.",
   "abstract": "This extends the security analysis from Calcaterra, Kaal, and Andrei (2018, 15-18) to demonstrate that citation-weighted systems become more secure over time at a faster rate than binary systems.",
   "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",
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   "scope_conditions": [
    "measured against accumulated historical transaction volume",
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}