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 "name": "Streaming The End Of Labor Economics As We Know It Dsgm And The Shift To A 3D Econ De925Dbc5D",
 "text": "The end of labor economics as we know it: DSGM and the shift to a 3D economy- a case study of Denmark’s transformation into a talent stock market presents the following source proposition: The traditional labor market, constrained by time and place, is increasingly inadequate for the demands of the digital age. This proposition is pertinent to Kaal's source-bound claim that Because the new solutions rewarded by the future labor market will be code based, an understanding of code and coding will be essential to participate effectively in the digital world. 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": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "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: 0.394.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "The end of labor economics as we know it: DSGM and the shift to a 3D economy- a case study of Denmark’s transformation into a talent stock market",
  "url": "https://www.semanticscholar.org/paper/26f69225d6a07cfb51ea36fe9235500cf8b2481b"
 },
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  "identifier": "kaal:claim:3227967-026",
  "url": "https://wulfkaal.github.io/claims/3227967-026",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3227967",
  "source_pdf_sha256": "f6e13b956f864ab32ec3305d095a35a127770327d75b3688f785cefc437d369f"
 },
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   "name": "The end of labor economics as we know it: DSGM and the shift to a 3D economy- a case study of Denmark’s transformation into a talent stock market",
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  }
 ],
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 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
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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: labor, economics, market, digital, age. Scope: a labor market that rewards designing rather than following procedures.",
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  "queryText": "decentralization governance",
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  "doi": "10.1007/s44265-025-00066-5",
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    "whyRelevant": "Shared high-information concepts: end, economics, stock, market. Scope: sample of 94 publicly traded N/DPA firms, 1993 to 2015.",
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   {
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    "whyRelevant": "Shared high-information concepts: economics, market, traditional, time, digital. Scope: second quarter of 2017; blockchain and crypto startups.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, 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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