{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7671",
 "identifier": "kaal:position:2026-07-31-7671",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ethical Concerns In Artificial Intelligence Ai C93C6B0Bb4",
 "text": "Ethical Concerns in Artificial Intelligence (AI) presents the following source proposition: Artificial intelligence and governance ideas are being implemented in business and society. This proposition is pertinent to Kaal's source-bound claim that Numeraire's staking and prediction-based reputation mechanism, tuned to predictive accuracy, overlooks the ethical and contextual concerns that characterize AI dataset governance. 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": [
  "reputation",
  "governance-design",
  "ai-and-agents",
  "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: 0.4875.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Ethical Concerns in Artificial Intelligence (AI)",
  "url": "https://doi.org/10.4018/979-8-3693-3703-5.ch009"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-037",
  "url": "https://wulfkaal.github.io/claims/5095633-037",
  "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
  "paper": "Wulf A. Kaal, Artificial Intelligence The Final Frontier",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5095633",
  "source_pdf_sha256": "cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5095633-037"
  },
  {
   "@type": "CreativeWork",
   "name": "Ethical Concerns in Artificial Intelligence (AI)",
   "url": "https://doi.org/10.4018/979-8-3693-3703-5.ch009"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0010",
 "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/2026-07-31-7671",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7671.md",
 "candidateId": "kaal:response-draft:2026-07-31:ffbbfdcd9d2f2be191dd",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4875,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: ethical, concerns, artificial, intelligence, governance. Scope: diverse dataset tasks such as medical annotation and content moderation.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3693-3703-5.ch009",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3693-3703-5.ch009",
  "doi": "10.4018/979-8-3693-3703-5.ch009",
  "externalIds": {
   "DOI": "10.4018/979-8-3693-3703-5.ch009",
   "Crossref": "10.4018/979-8-3693-3703-5.ch009"
  },
  "retrievedAt": "2026-07-31T20:34:07.368Z",
  "providerPage": 20,
  "rawObservationSha256": "d1715460f6f42e9b27a38b39feff19618871d24b41d64db46b83667740da17cd",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 4895,
  "chunkId": "crossref-00001",
  "workId": "work:doi:10.4018/979-8-3693-3703-5.ch009",
  "workAuthors": [
   "Muhammad Naeem",
   "Shoukat Ali",
   "Abdul Rehman",
   "Sumair Farooq"
  ],
  "workPublishedAt": "2024-09-27",
  "identityKeys": [
   "doi:10.4018/979-8-3693-3703-5.ch009",
   "crossref:10.4018/979-8-3693-3703-5.ch009",
   "url:https://doi.org/10.4018/979-8-3693-3703-5.ch009",
   "title:02efff11e910e98a564ad50d",
   "proposition:4ade77a9660cd6d6a7213108cb83e4e09e7025aa45bfdc8ed09ecc6c32724e55"
  ],
  "sourceProposition": "Artificial intelligence and governance ideas are being implemented in business and society.",
  "sourcePropositionSha256": "11ef2aca1681ecefd0de74988c7f1476fc62639287ee27fa0879d0eb08bf903c",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5095633-037",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-037",
    "rank": 1,
    "confidence": 0.4875,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, concerns, artificial, intelligence, governance. Scope: diverse dataset tasks such as medical annotation and content moderation.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-038",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-038",
    "rank": 2,
    "confidence": 0.4875,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, concerns, artificial, intelligence, governance. Scope: multi-domain dataset quality with evolving standards.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-035",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-035",
    "rank": 3,
    "confidence": 0.4328,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, concerns, artificial, intelligence. Scope: full automation of judicial processes as opposed to decision support.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-040",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-040",
    "rank": 4,
    "confidence": 0.3801,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, governance, society. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-026",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-026",
    "rank": 5,
    "confidence": 0.3541,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, ideas. Scope: 2018 BarclayHedge survey respondents.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "affirm batch kaal-review:2026-07-31:streaming-etl-0010, SHA-256 702170a5716aed9e79302e88407930485844aeec8c140fe64a7bf7d5dd9603af, 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": "61f89464b0201956a27d16ae99baa0455780a48c678d027d6852369c4a25755d"
}