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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7580",
 "identifier": "kaal:position:2026-07-31-7580",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ethical Framework For Ai In Education 0Ec2Dafd65",
 "text": "Ethical Framework for AI in Education presents the following source proposition: Artificial Intelligence (AI) is revolutionizing education by enhancing learning and administrative processes. This proposition is pertinent to Kaal's source-bound claim that Smart contracts that release payment automatically once preset quality thresholds are met reduce human error, cut administrative overhead, and accelerate data-labeling cycles relative to intermediated payment processes. 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"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "smart-contracts",
  "risk-and-incentives",
  "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": "Ethical Framework for AI in Education",
  "url": "https://doi.org/10.4018/979-8-3373-5550-4.ch007"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-024",
  "url": "https://wulfkaal.github.io/claims/5095633-024",
  "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"
 },
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   "@id": "https://wulfkaal.github.io/claims/5095633-024"
  },
  {
   "@type": "CreativeWork",
   "name": "Ethical Framework for AI in Education",
   "url": "https://doi.org/10.4018/979-8-3373-5550-4.ch007"
  }
 ],
 "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.",
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7580",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7580.md",
 "candidateId": "kaal:response-draft:2026-07-31:c096b2c43c7b30db45ec",
 "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, administrative, processes. Scope: quality thresholds can be specified in advance and verified on-chain.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3373-5550-4.ch007",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-5550-4.ch007",
  "doi": "10.4018/979-8-3373-5550-4.ch007",
  "externalIds": {
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  "workId": "work:doi:10.4018/979-8-3373-5550-4.ch007",
  "workAuthors": [
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   "crossref:10.4018/979-8-3373-5550-4.ch007",
   "url:https://doi.org/10.4018/979-8-3373-5550-4.ch007",
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    "claimUrl": "https://wulfkaal.github.io/claims/5095633-024",
    "rank": 1,
    "confidence": 0.4368,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, administrative, processes. Scope: quality thresholds can be specified in advance and verified on-chain.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-004",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-004",
    "rank": 2,
    "confidence": 0.4359,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: education, artificial, intelligence, learning. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-011",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-011",
    "rank": 3,
    "confidence": 0.4302,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: education, artificial, intelligence, processes. Scope: repeated training generations drawing on an increasingly synthetic web.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-035",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-035",
    "rank": 4,
    "confidence": 0.429,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, artificial, intelligence, processes. Scope: full automation of judicial processes as opposed to decision support.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-038",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-038",
    "rank": 5,
    "confidence": 0.4187,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethical, framework, artificial, intelligence. Scope: multi-domain dataset quality with evolving standards.",
    "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": "b8110dc36ab486c0f13be25b67ef414b38010b6baf399dcbcd42c2f0cd3f2a87"
}