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 "text": "Secure and Transparent Crowdfunding Systems: Blockchain’s Role in Optimizing Fund Utilization should be assessed against Kaal's source-bound claim that Combining decentralized governance with gamification of micro task work is the condition under which gamification does not compromise dataset quality and accuracy, and this combination is what allows gamified micro task work to scale high-quality diverse datasets for AI learning. The current metadata indicates a plausible connection through decentralization governance, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "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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  "url": "https://wulfkaal.github.io/claims/4755632-041",
  "citation": "Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632",
  "paper": "AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning",
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 "mappingWhyRelevant": "Shared high-information concepts: decentralization, allows, micro, diverse, decentralized, governance, output, platform. Scope: applies to the ALE Platform design.",
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