{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7605",
 "identifier": "kaal:position:2026-07-31-7605",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Governance And Ethics Of Ai 2620Cf0E94",
 "text": "Governance and Ethics of AI presents the following source proposition: We conclude with presenting solutions to overcome this issue. This proposition is pertinent to Kaal's source-bound claim that AI learning is degraded by Web2 platforms because their engagement driven algorithms amplify extreme viewpoints and negativity, so the human sentiment and ethics the models absorb from that data are systematically distorted. 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",
  "education-and-practice",
  "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: 0.5185.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Governance and Ethics of AI",
  "url": "https://doi.org/10.22214/ijraset.2021.38992"
 },
 "extends": {
  "identifier": "kaal:claim:4796714-035",
  "url": "https://wulfkaal.github.io/claims/4796714-035",
  "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
  "paper": "Wulf A. Kaal, AI Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4796714",
  "source_pdf_sha256": "59fa63bae179e8f9b6b8efbdf90cee28400276512a1b04f9f579a48641305c93"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4796714-035"
  },
  {
   "@type": "CreativeWork",
   "name": "Governance and Ethics of AI",
   "url": "https://doi.org/10.22214/ijraset.2021.38992"
  }
 ],
 "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/2026-07-31-7605",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7605.md",
 "candidateId": "kaal:response-draft:2026-07-31:3366524f2249b82841f1",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.5185,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, ethics, presenting. Scope: applies to models trained on unfiltered web and social media data; arises from engagement optimization in Web2 platforms.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.22214/ijraset.2021.38992",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.22214/ijraset.2021.38992",
  "doi": "10.22214/ijraset.2021.38992",
  "externalIds": {
   "DOI": "10.22214/ijraset.2021.38992",
   "Crossref": "10.22214/ijraset.2021.38992"
  },
  "retrievedAt": "2026-07-31T20:34:06.632Z",
  "providerPage": 18,
  "rawObservationSha256": "ed00a258415ce6a832193450e148f0f33025d03f9ca4bdbf17b2f998f2ccb336",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 4324,
  "chunkId": "crossref-00009",
  "workId": "work:doi:10.22214/ijraset.2021.38992",
  "workAuthors": [
   "Atharv Jangam"
  ],
  "workPublishedAt": "2021-11-30",
  "identityKeys": [
   "doi:10.22214/ijraset.2021.38992",
   "crossref:10.22214/ijraset.2021.38992",
   "url:https://doi.org/10.22214/ijraset.2021.38992",
   "title:0f70e4685be9550d5d3a859a",
   "proposition:104ef3646c09f28d8069387dd7c7f1e08eef8f557a8d55762585b7a6f6ae6384"
  ],
  "sourceProposition": "We conclude with presenting solutions to overcome this issue.",
  "sourcePropositionSha256": "eaf60f9e356354c9067571cf46391a0195a8cb51284f4ddc9bade0c2d8f19d43",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:4796714-035",
    "claimUrl": "https://wulfkaal.github.io/claims/4796714-035",
    "rank": 1,
    "confidence": 0.5185,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, ethics, presenting. Scope: applies to models trained on unfiltered web and social media data; arises from engagement optimization in Web2 platforms.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2992962-006",
    "claimUrl": "https://wulfkaal.github.io/claims/2992962-006",
    "rank": 2,
    "confidence": 0.4343,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, conclude, solutions. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-034",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-034",
    "rank": 3,
    "confidence": 0.4122,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, conclude, solutions. Scope: DAO structures without supervisors.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3396522-035",
    "claimUrl": "https://wulfkaal.github.io/claims/3396522-035",
    "rank": 4,
    "confidence": 0.3089,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: solutions, overcome. Scope: hinges on DAO governance protocols that deliver full decentralization and independence.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3995709-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3995709-005",
    "rank": 5,
    "confidence": 0.2916,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: solutions, issue. Scope: existing remedies deployed within legacy review processes.",
    "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": "f38881eb9368113ad923f8287da6fd0a047f778978ea51884065c2afaaca7c52"
}