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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7660",
 "identifier": "kaal:position:2026-07-31-7660",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Sustainable Ai Driven Assessment In Higher Education A Systematic Review 3Fafd38615",
 "text": "Sustainable AI-Driven Assessment in Higher Education: A Systematic Review of Fairness, Transparency, Pedagogical Innovation, and Governance presents the following source proposition: Artificial intelligence (AI) is increasingly utilized in higher-education assessment; however, existing research remains fragmented, with limited synthesis regarding the interplay of fairness, transparency, pedagogy, and governance. This proposition is pertinent to Kaal's source-bound claim that Well-capitalized centralized incumbents can outpace decentralized entrants in user acquisition by leveraging existing customer bases and brand recognition, so decentralized startups must show clear advantages in compensation, transparency, or data protection to win adoption. 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": [
  "economics",
  "decentralization",
  "innovation",
  "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: 0.3518.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Sustainable AI-Driven Assessment in Higher Education: A Systematic Review of Fairness, Transparency, Pedagogical Innovation, and Governance",
  "url": "https://doi.org/10.3390/su18020785"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-030",
  "url": "https://wulfkaal.github.io/claims/5095633-030",
  "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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   "@type": "CreativeWork",
   "name": "Sustainable AI-Driven Assessment in Higher Education: A Systematic Review of Fairness, Transparency, Pedagogical Innovation, and Governance",
   "url": "https://doi.org/10.3390/su18020785"
  }
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 "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/2026-07-31-7660",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: transparency, innovation, artificial, intelligence, existing. Scope: competitive market with entrenched centralized providers.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.3390/su18020785",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.3390/su18020785",
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  "workId": "work:doi:10.3390/su18020785",
  "workAuthors": [
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    "rank": 1,
    "confidence": 0.3518,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: transparency, innovation, artificial, intelligence, existing. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 2,
    "confidence": 0.3484,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: driven, innovation, governance, artificial, intelligence. Scope: review source claim scope.",
    "ambiguous": true
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   {
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    "confidence": 0.3346,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: education, innovation, artificial, intelligence. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-004",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-004",
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    "confidence": 0.3284,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: driven, innovation, artificial, intelligence. Scope: the 2010s wave of deep learning tools in legal practice.",
    "ambiguous": true
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   {
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    "confidence": 0.3246,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: driven, education, innovation, governance, however. Scope: fast growth technology companies with few assets and employees.",
    "ambiguous": true
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 "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.",
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