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 "@context": "https://schema.org",
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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6517",
 "identifier": "kaal:position:2026-07-31-6517",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Decentralization And Its Role In Business Strategies Cb4227Fc1C",
 "text": "DECENTRALIZATION AND ITS ROLE IN BUSINESS STRATEGIES presents the following source proposition: Innovative educational technologies: European experience and its application in training in economics and management : Proceedings of scientific and pedagogical internship (October 28 – December 8, 2024, Riga, Latvia). This proposition is pertinent to Kaal's source-bound claim that Preparing a workforce for the quantum economy requires universities and training institutions to build specialized curricula that combine quantum mechanics, computer science, and information theory, paired with industry partnerships that supply hands on experience. 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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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
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  "economics",
  "historical-response",
  "scholarly-literature",
  "openalex"
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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: 0.381.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "DECENTRALIZATION AND ITS ROLE IN BUSINESS STRATEGIES",
  "url": "https://doi.org/10.30525/978-9934-26-501-3-35"
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 "extends": {
  "identifier": "kaal:claim:4900880-033",
  "url": "https://wulfkaal.github.io/claims/4900880-033",
  "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": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4900880",
  "source_pdf_sha256": "64ea6e8b7cfb3d9a83801eba54f9b87182b842a963273ddab7f2d5305639db73"
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   "name": "DECENTRALIZATION AND ITS ROLE IN BUSINESS STRATEGIES",
   "url": "https://doi.org/10.30525/978-9934-26-501-3-35"
  }
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 "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/2026-07-31-6517",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6517.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.381,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: experience, training, economics, 2024, science. Scope: review source claim scope.",
 "sourceProvenance": {
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  "sourceRecordId": "https://openalex.org/W4407044057",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.30525/978-9934-26-501-3-35",
  "doi": "10.30525/978-9934-26-501-3-35",
  "externalIds": {
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  "workAuthors": [
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    "confidence": 0.381,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: experience, training, economics, 2024, science. Scope: review source claim scope.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: strategies, economics, scientific, science. Scope: analogy to the evolution of bank risk evaluation.",
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    "whyRelevant": "Shared high-information concepts: training, economics, 2024, corporate. Scope: applies to onboarding in centralized micro task systems.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: european, application, economics, law, corporate. Scope: firms facing more than one potentially applicable legal regime.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralization, business, application, avoidance. Scope: viewed from the perspective of decentralization.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0005, SHA-256 38dc4a26b86055f59a04f2f22c00881f6c50aa4c4e33c702b9de7f310a3e9995, as written and authorize publication of all 248 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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