{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7526",
 "identifier": "kaal:position:2026-07-31-7526",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai In Public Administration Cbe07129E9",
 "text": "AI in Public Administration presents the following source proposition: Artificial Intelligence is no longer the distant future of public administration—it is the pressing present. This proposition is pertinent to Kaal's source-bound claim that It is feasible that in the not too distant future an artificial intelligence will hold an independent board seat with voting authority and be trusted to make smarter, data-driven choices than human directors. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "ai-and-agents",
  "corporate-governance",
  "governance-design",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "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: 0.4368.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI in Public Administration",
  "url": "https://doi.org/10.4018/979-8-3373-1484-6.ch006"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-033",
  "url": "https://wulfkaal.github.io/claims/2922176-033",
  "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/2922176-033"
  },
  {
   "@type": "CreativeWork",
   "name": "AI in Public Administration",
   "url": "https://doi.org/10.4018/979-8-3373-1484-6.ch006"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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/2026-07-31-7526",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7526.md",
 "candidateId": "kaal:response-draft:2026-07-31:c257a4379c01bbc79919",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4368,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: artificial, intelligence, distant, future. Scope: extrapolated from the appointment of the algorithm Vital at Deep Knowledge Ventures and Alicia T at Tieto.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3373-1484-6.ch006",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-1484-6.ch006",
  "doi": "10.4018/979-8-3373-1484-6.ch006",
  "externalIds": {
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  "retrievedAt": "2026-07-31T20:34:05.446Z",
  "providerPage": 15,
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  "workId": "work:doi:10.4018/979-8-3373-1484-6.ch006",
  "workAuthors": [
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   "crossref:10.4018/979-8-3373-1484-6.ch006",
   "url:https://doi.org/10.4018/979-8-3373-1484-6.ch006",
   "title:717e75fd37f62738fd9d0f34",
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    "claimUrl": "https://wulfkaal.github.io/claims/2922176-033",
    "rank": 1,
    "confidence": 0.4368,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, distant, future. Scope: extrapolated from the appointment of the algorithm Vital at Deep Knowledge Ventures and Alicia T at Tieto.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-005",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-005",
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    "confidence": 0.3211,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, present. Scope: market as currently structured around platforms and content aggregators.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
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    "confidence": 0.2892,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, future. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782201-012",
    "claimUrl": "https://wulfkaal.github.io/claims/3782201-012",
    "rank": 4,
    "confidence": 0.2892,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, future. Scope: where new social situations continually arise that lie outside the training distribution.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-033",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-033",
    "rank": 5,
    "confidence": 0.2892,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, future. Scope: future systems; jurisdictions with diverse recorded data sources.",
    "ambiguous": true
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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.",
 "sha256": "4b5cb2b1d15ce799cd0cfcf77f273fd585a8700445f98d641dbbc39bcc431286"
}