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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-5751",
 "identifier": "kaal:position:2026-07-31-5751",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Governing The Future Digital Workforce The Three Lines Model In The Age  A6Ceea32C5",
 "text": "Governing the Future Digital Workforce: The Three Lines Model in the Age of Agentic Artificial Intelligence presents the following source proposition: These systems promise efficiency and innovation, but challenge established assumptions about accountability, transparency, and control within organizations. This proposition is pertinent to Kaal's source-bound claim that Critics who dismiss artificial intelligence on boards as science fiction not worth engaging are wrong: AI on boards is a real prospect, and technologies such as blockchain-based smart contracts will both disrupt corporate governance and supply solutions to it. The proposed response is a qualification: 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "qualification",
 "keywords": [
  "ai-and-agents",
  "blockchain",
  "governance-design",
  "corporate-governance",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "openalex"
 ],
 "scope_conditions": [
  "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: 0.3524.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Governing the Future Digital Workforce: The Three Lines Model in the Age of Agentic Artificial Intelligence",
  "url": "https://doi.org/10.23865/magma.v29.1532"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-034",
  "url": "https://wulfkaal.github.io/claims/2922176-034",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies (2017). SSRN: https://ssrn.com/abstract=2922176",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2922176",
  "source_pdf_sha256": "fa4e986917d437cb1504281e7b986be2698e9507d8feaf426c9d7d1754ca882c"
 },
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  {
   "@id": "https://wulfkaal.github.io/claims/2922176-034"
  },
  {
   "@type": "CreativeWork",
   "name": "Governing the Future Digital Workforce: The Three Lines Model in the Age of Agentic Artificial Intelligence",
   "url": "https://doi.org/10.23865/magma.v29.1532"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0002",
 "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.",
 "isPartOf": {
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-5751",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-5751.md",
 "candidateId": "kaal:response-draft:2026-07-31:d7156ac58102748d1e88",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3524,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: future, artificial, intelligence, innovation, corporate, governance, science. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W7134956857",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.23865/magma.v29.1532",
  "doi": "10.23865/magma.v29.1532",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W7134956857",
   "DOI": "10.23865/magma.v29.1532"
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  "retrievedAt": "2026-07-31T17:51:22.142Z",
  "providerPage": 1,
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  "workId": "work:doi:10.23865/magma.v29.1532",
  "workAuthors": [
   "Flemming Ruud",
   "Marco Schreyer",
   "Yasmine Weiser"
  ],
  "workPublishedAt": "2026-03-11",
  "identityKeys": [
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  "sourcePropositionSha256": "8b3cb95dfd9dd3dc29e3099fadfe2912964efeaad09ea2664b3fc458a28af290",
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    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 1,
    "confidence": 0.3524,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: future, artificial, intelligence, innovation, corporate, governance, science. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4900880-034",
    "claimUrl": "https://wulfkaal.github.io/claims/4900880-034",
    "rank": 2,
    "confidence": 0.331,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governing, future, innovation, control, governance, economy, work. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3227967-017",
    "rank": 3,
    "confidence": 0.3279,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: digital, age, promise, innovation, corporate, governance. Scope: fast growth technology companies with few assets and employees.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-030",
    "rank": 4,
    "confidence": 0.3161,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, established, transparency. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 5,
    "confidence": 0.2928,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, applications. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   }
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 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0002, SHA-256 86e0dda588610d89ed45ad08f4697601b5577f6e761e0bd9a9aef701c9c9deee, 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.",
 "sha256": "6294596a491c94b8b9956770e39750c8d71bebb2f93719b0ae4c9621d29bff18"
}