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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Balancing Innovation And Regulation Bee318Bb8C",
 "text": "Balancing Innovation and Regulation presents the following source proposition: While rapid evolution in AI technology brings about ethical, legal and social challenges, as they apply to industries and societal processes, the technologies are also evolving rapidly. This proposition is pertinent to Kaal's source-bound claim that The rapid adoption of deep learning and predictive analytics in law was driven by two enabling conditions: the increasing availability of digitized legal data and the computational power to process it. 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.",
 "author": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "dateModified": "2026-07-31",
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  "innovation",
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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: 0.4639.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "name": "Balancing Innovation and Regulation",
  "url": "https://doi.org/10.4018/979-8-3373-1210-1.ch007"
 },
 "extends": {
  "identifier": "kaal:claim:5541658-004",
  "url": "https://wulfkaal.github.io/claims/5541658-004",
  "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
  "paper": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5541658",
  "source_pdf_sha256": "e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60"
 },
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   "@id": "https://wulfkaal.github.io/claims/5541658-004"
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   "@type": "CreativeWork",
   "name": "Balancing Innovation and Regulation",
   "url": "https://doi.org/10.4018/979-8-3373-1210-1.ch007"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0008",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7230",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: innovation, rapid, legal, technologies, evolving. Scope: the 2010s wave of deep learning tools in legal practice.",
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  "queryText": "AI agent governance",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, rapid, legal, technologies, evolving. Scope: the 2010s wave of deep learning tools in legal practice.",
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    "whyRelevant": "Shared high-information concepts: innovation, regulation, challenges, rapidly. Scope: rapidly emerging and complex disruptive change.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, regulation, while, legal, evolving. Scope: comparative regulation of AI in legal and judicial settings.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: innovation, regulation, ethical, challenges. Scope: review source claim scope.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0008, SHA-256 469be3af77a43b8a86f52c2e8253882abdefc7a0da53c392329c3cb8a11e8160, 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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