{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7486",
 "identifier": "kaal:position:2026-07-31-7486",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Enabled Esg Scoring Models For Corporate Governance 3A049321F1",
 "text": "AI-Enabled ESG Scoring Models for Corporate Governance presents the following source proposition: Environmental, social and governance (ESG) scoring has been taken as essential in measuring the performance of corporate sustainability. This proposition is pertinent to Kaal's source-bound claim that Shareholder activism reform, taken by itself, has been unable to sufficiently improve the corporate governance system. 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": [
  "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: 0.4301.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI-Enabled ESG Scoring Models for Corporate Governance",
  "url": "https://doi.org/10.4018/979-8-3373-5891-8.ch004"
 },
 "extends": {
  "identifier": "kaal:claim:3441904-002",
  "url": "https://wulfkaal.github.io/claims/3441904-002",
  "citation": "Wulf A. Kaal, Blockchain-Based Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3441904",
  "paper": "Wulf A. Kaal, Blockchain-Based Corporate Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2019",
  "ssrn": "https://ssrn.com/abstract=3441904",
  "source_pdf_sha256": "e6b562527f7f19accaa35491db0a0db168b6a936755e1dca424e9f30bee7a815"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3441904-002"
  },
  {
   "@type": "CreativeWork",
   "name": "AI-Enabled ESG Scoring Models for Corporate Governance",
   "url": "https://doi.org/10.4018/979-8-3373-5891-8.ch004"
  }
 ],
 "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/2026-07-31-7486",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7486.md",
 "candidateId": "kaal:response-draft:2026-07-31:899c1dc2db8933789ba4",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4301,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: corporate, governance, has, been, taken. Scope: United States corporate governance.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3373-5891-8.ch004",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-5891-8.ch004",
  "doi": "10.4018/979-8-3373-5891-8.ch004",
  "externalIds": {
   "DOI": "10.4018/979-8-3373-5891-8.ch004",
   "Crossref": "10.4018/979-8-3373-5891-8.ch004"
  },
  "retrievedAt": "2026-07-31T20:34:04.717Z",
  "providerPage": 13,
  "rawObservationSha256": "3c771b3f3d6cbbc38a79f13e5a7838cb25b2eb27fc66d3a4cb658be162a01465",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 3149,
  "chunkId": "crossref-00004",
  "workId": "work:doi:10.4018/979-8-3373-5891-8.ch004",
  "workAuthors": [
   "Ujan Pradhan",
   "Vyomika Anand"
  ],
  "workPublishedAt": "2025-08-01",
  "identityKeys": [
   "doi:10.4018/979-8-3373-5891-8.ch004",
   "crossref:10.4018/979-8-3373-5891-8.ch004",
   "url:https://doi.org/10.4018/979-8-3373-5891-8.ch004",
   "title:f84b04888c4e575054d5d9c8",
   "proposition:a83df0141e182ac40bce912ebec431d09913b24faebe9a5598f5a07f3c62bf16"
  ],
  "sourceProposition": "Environmental, social and governance (ESG) scoring has been taken as essential in measuring the performance of corporate sustainability.",
  "sourcePropositionSha256": "8aafffa7b9f872c70210a0fdd7e6d72680459494e6d3bc1d8569677deb8f4f07",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3441904-002",
    "claimUrl": "https://wulfkaal.github.io/claims/3441904-002",
    "rank": 1,
    "confidence": 0.4301,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, has, been, taken. Scope: United States corporate governance.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:kaal-2013-acomparativeperspectiveo-011",
    "claimUrl": "https://wulfkaal.github.io/claims/kaal-2013-acomparativeperspectiveo-011",
    "rank": 2,
    "confidence": 0.377,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, has, taken. Scope: comparison of German and Delaware corporate law.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2486570-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2486570-001",
    "rank": 3,
    "confidence": 0.3731,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: enabled, corporate, governance, has. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5583610-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5583610-030",
    "rank": 4,
    "confidence": 0.3706,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: esg, corporate, governance. Scope: contested ESG shareholder proposals.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2273857-005",
    "claimUrl": "https://wulfkaal.github.io/claims/2273857-005",
    "rank": 5,
    "confidence": 0.3601,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, has, been. Scope: United States corporate governance regime; period since 2002.",
    "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": "9b12b697c97a160b44d3afc6b72b65c681b599424491d75f565ca047802e57af"
}
