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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Intellectual Property Management Through Ai Analysing Governance By Algo 2F645Ffeea",
 "text": "Intellectual Property Management through AI: Analysing Governance by Algorithms presents the following source proposition: Intellectual Property in the contemporary world of corporate has emerged as a crucial intangible asset, serving the purpose of providing a competitive upper-hand, highlighting innovation in growth. This proposition is pertinent to Kaal's source-bound claim that Intellectual property growth functions as a leading indicator of workplace change: industries and regions with higher IP growth experience faster shifts in job roles, skill requirements, and organizational structures. 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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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3728.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "name": "Intellectual Property Management through AI: Analysing Governance by Algorithms",
  "url": "https://doi.org/10.36948/ijfmr.2025.v07i05.56999"
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  "url": "https://wulfkaal.github.io/claims/4900880-029",
  "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
  "paper": "Wulf A. Kaal, Quantum Economy and the Future of Work",
  "authors": [
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  "year": "2024",
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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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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: intellectual, property, innovation, growth. Scope: review source claim scope.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intellectual, property, innovation, growth. Scope: review source claim scope.",
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    "whyRelevant": "Shared high-information concepts: asset, innovation, growth. Scope: technology startups, especially digital asset startups.",
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    "whyRelevant": "Shared high-information concepts: world, has, innovation. Scope: United States fixed income markets since 2005.",
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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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