{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/expert-consensus",
 "identifier": "kaal:entity:expert-consensus",
 "name": "Expert consensus",
 "termCode": "expert-consensus",
 "inDefinedTermSet": {
  "@id": "https://wulfkaal.github.io/entities/index.json"
 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
 "canonicalForm": "https://wulfkaal.github.io/entities/expert-consensus.md",
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   "value": 3
  },
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   "value": 2
  },
  {
   "@type": "PropertyValue",
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   "value": [
    "2024",
    "2024"
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  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4796714-034",
   "identifier": "kaal:claim:4796714-034",
   "text": "Routing proposals through the Forum and then through Validation Pool review is what allows the input parameters and learning data of AI systems to be governed by expert community consensus, because only vetted and consensus backed data and parameters reach AI development.",
   "abstract": "This process involves submitting proposals to the Forum and undergoing Validation Pool review, ensuring that only vetted and consensus-backed data and parameters are utilized in AI development.",
   "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
   "datePublished": "2024",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "requires an operating DAO with reputation tokens and validation pools",
    "applies to input parameters and training data selection"
   ],
   "source_pdf_sha256": "59fa63bae179e8f9b6b8efbdf90cee28400276512a1b04f9f579a48641305c93",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4941807-028",
   "identifier": "kaal:claim:4941807-028",
   "text": "Kaal's proposed answer to the decentralized governance needs of AI is to implement Decentralized Autonomous Organizations that govern AI through expert community consensus.",
   "abstract": "One promising way to address the decentralized governance needs of AI pertains to the implementation of Decentralized Autonomous Organizations (DAOs) for the governance of AI through expert community consensus.",
   "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
   "datePublished": "2024",
   "claim_type": "design",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "where an expert community can be assembled and its consensus recorded on chain"
   ],
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   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4941807-033",
   "identifier": "kaal:claim:4941807-033",
   "text": "Under the proposed model the input parameters and learning data of AI systems are themselves governed by expert community consensus, through submission of proposals to the Forum and review by Validation Pool, so that only vetted and consensus backed data and parameters enter AI development.",
   "abstract": "the input parameters and learning data for AI systems can be governed through expert community consensus. This process involves submitting proposals to the Forum and undergoing Validation Pool review,",
   "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
   "datePublished": "2024",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "where training data and parameters are submitted as forum proposals subject to validation pool review"
   ],
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   "status": "current"
  }
 ],
 "description": "3 claims in the published works of Wulf A. Kaal carry the concept tag 'expert-consensus'. Derived node: a roster, not an adjudicated definition."
}