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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Strategies For Ai Literacy Ethical Governance And Institutional Innovati 2Bcb422C7C",
 "text": "Strategies for AI Literacy, Ethical Governance, and Institutional Innovation presents the following source proposition: Universities are increasingly using AI-powered solutions to support decision-making in research administration student support, and curriculum design. This proposition is pertinent to Kaal's source-bound claim that Government-sponsored organizational experimentation that enables new business models and new organizational structures is desirable and may be one of the few ways to facilitate the needed corporate governance reform. The proposed response is an agreement: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
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  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3779.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "url": "https://doi.org/10.4018/979-8-2600-0467-8.ch003"
 },
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  "url": "https://wulfkaal.github.io/claims/3373393-014",
  "citation": "Wulf A. Kaal, Blockchain Solutions for Agency Problems in Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3373393",
  "paper": "Wulf A. Kaal, Blockchain Solutions for Agency Problems in Corporate Governance",
  "authors": [
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   "url": "https://doi.org/10.4018/979-8-2600-0467-8.ch003"
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 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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    "whyRelevant": "Shared high-information concepts: governance, innovation, decision, making. Scope: companies built around existing and successful products or services.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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