{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7628",
 "identifier": "kaal:position:2026-07-31-7628",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ethical Ai And Corporate Governance Exploring The Social Implications Of 7256101Cb5",
 "text": "Ethical AI and Corporate Governance: Exploring the Social Implications of AI-Driven Decision-Making in Business presents the following source proposition: While AI-driven systems offer significant benefits in terms of efficiency, accuracy, and predictive capabilities, they simultaneously raise critical ethical and governance concerns related to transparency, accountability, fairness, privacy, and stakeholder trust. This proposition is pertinent to Kaal's source-bound claim that Even after recent reforms, the corporate governance framework remains framed in terms of hierarchy, which is why it fits poorly with looser and unmediated stakeholder relationships. 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": [
  "institutional-design",
  "governance-design",
  "corporate-governance",
  "decentralization",
  "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: 0.3504.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Ethical AI and Corporate Governance: Exploring the Social Implications of AI-Driven Decision-Making in Business",
  "url": "https://doi.org/10.47772/ijriss.2026.100600480"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-025",
  "url": "https://wulfkaal.github.io/claims/2922176-025",
  "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"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2922176-025"
  },
  {
   "@type": "CreativeWork",
   "name": "Ethical AI and Corporate Governance: Exploring the Social Implications of AI-Driven Decision-Making in Business",
   "url": "https://doi.org/10.47772/ijriss.2026.100600480"
  }
 ],
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7628",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7628.md",
 "candidateId": "kaal:response-draft:2026-07-31:d7d974af00e724a7cd8b",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3504,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: corporate, governance, driven, terms, stakeholder. Scope: applies to the reform wave through 2017.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.47772/ijriss.2026.100600480",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.47772/ijriss.2026.100600480",
  "doi": "10.47772/ijriss.2026.100600480",
  "externalIds": {
   "DOI": "10.47772/ijriss.2026.100600480",
   "Crossref": "10.47772/ijriss.2026.100600480"
  },
  "retrievedAt": "2026-07-31T20:34:06.632Z",
  "providerPage": 18,
  "rawObservationSha256": "edd58f1fe86329a67d9a545b6ce3f70812f77ef7037a663794f73404e834c4a1",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 4431,
  "chunkId": "crossref-00009",
  "workId": "work:doi:10.47772/ijriss.2026.100600480",
  "workAuthors": [
   "CA Dr. Mala Dani"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.47772/ijriss.2026.100600480",
   "crossref:10.47772/ijriss.2026.100600480",
   "url:https://doi.org/10.47772/ijriss.2026.100600480",
   "title:7ee77a0cc62a4e286f9a1913",
   "proposition:a7f8eef245b61337792516a9e46484717f396ededd9abc0b9b232c3c841ae652"
  ],
  "sourceProposition": "While AI-driven systems offer significant benefits in terms of efficiency, accuracy, and predictive capabilities, they simultaneously raise critical ethical and governance concerns related to transparency, accountability, fairness, privacy, and stakeholder trust.",
  "sourcePropositionSha256": "199b465b1e47f1ae98775fd8e7d254b596277a12c14b29868c3626b84e9d0171",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2922176-025",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-025",
    "rank": 1,
    "confidence": 0.3504,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, driven, terms, stakeholder. Scope: applies to the reform wave through 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3017612-004",
    "claimUrl": "https://wulfkaal.github.io/claims/3017612-004",
    "rank": 2,
    "confidence": 0.3381,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, making, offer, terms. Scope: provisions that encroach on the directors' statutory authority to manage the business and affairs of the corporation.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3067615-019",
    "claimUrl": "https://wulfkaal.github.io/claims/3067615-019",
    "rank": 3,
    "confidence": 0.3179,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, business, significant, trust. Scope: typical ICO token structures; ordinary investors as distinct from institutional pre-sale investors.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:kaal-2013-acomparativeperspectiveo-013",
    "claimUrl": "https://wulfkaal.github.io/claims/kaal-2013-acomparativeperspectiveo-013",
    "rank": 4,
    "confidence": 0.314,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, business, terms, they. Scope: Germany; post financial crisis evaluation of liability rules.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3411897-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3411897-005",
    "rank": 5,
    "confidence": 0.3076,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, business, while, significant. Scope: pre and post internet era corporate reorganization; no new technological innovation required.",
    "ambiguous": true
   }
  ]
 },
 "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": "85798b3b6ba60d96d6ff751476a5c99b0da9faf790064baf500f86e638004f35"
}
