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 "text": "Blockchain, Machine Learning, and IoT Enabled MetaUniversity Framework: Towards a Decentralized Autonomous Model for Education 5.0 should be assessed against Kaal's source-bound claim that The protocol architecture together with its incentive structure is what produces enhanced 51 percent attack resistance, which the author claims exceeds prior reputation verification attempts in both decentralized and centralized networks. The current metadata indicates a plausible connection through DAO governance, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "author": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "risk-and-incentives",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
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  "name": "Blockchain, Machine Learning, and IoT Enabled MetaUniversity Framework: Towards a Decentralized Autonomous Model for Education 5.0",
  "url": "https://www.semanticscholar.org/paper/5b662f15a3b4d53976c330b855c93b6e7a5efe52"
 },
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  "url": "https://wulfkaal.github.io/claims/3128900-019",
  "citation": "Wulf A. Kaal, Decentralized Mechanical Turk Through Verified Reputation (2018). SSRN: https://ssrn.com/abstract=3128900",
  "paper": "Decentralized Mechanical Turk Through Verified Reputation",
  "authors": [
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  "year": "2018",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, decentralized, through, unlike, prior, verification, verified. Scope: reputation verification networks.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "DAO governance",
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  "page": 1,
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  "retrievedAt": "2026-07-31T13:58:10.367Z",
  "citationCount": 0,
  "venue": "2025 6th International Conference on Smart Electronics and Communication (ICOSEC)",
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