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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai In Higher Education Db0B039Ca3",
 "text": "AI in Higher Education presents the following source proposition: This chapter assesses the transformative impact of the usage of generative artificial intelligence (AI) in the context of higher education. This proposition is pertinent to Kaal's source-bound claim that The accessible reserves of publicly available human-created text usable for training large language models could be exhausted by 2028 at current usage trajectories. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
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  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "dateModified": "2026-07-31",
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  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.386.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "name": "AI in Higher Education",
  "url": "https://doi.org/10.4018/979-8-3693-3534-5.ch006"
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  "url": "https://wulfkaal.github.io/claims/5095633-001",
  "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
  "paper": "Wulf A. Kaal, Artificial Intelligence The Final Frontier",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2025",
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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: generative, artificial, intelligence. Scope: Chinese courts using LLMs to draft judicial opinions.",
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    "whyRelevant": "Shared high-information concepts: generative, artificial, intelligence. Scope: judging evaluated under a virtue jurisprudence standard.",
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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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