{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-1933",
 "identifier": "kaal:position:2026-07-31-1933",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Historical 4617A05D1B3Adc237C77",
 "text": "Towards Just AI: Challenges and Solution Framework for Algorithmic Discrimination in Judicial System should be assessed against Kaal's source-bound claim that Anecdotal evidence suggests that the majority of private fund advisers who use blockchain, artificial intelligence, and big data in their operations or strategy charge substantially lower fees than advisers who do not use these technologies. The current metadata indicates a plausible connection through algorithmic regulation, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "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": "qualification",
 "keywords": [
  "blockchain",
  "ai-and-agents",
  "empirical-evidence"
 ],
 "scope_conditions": [
  "characterized by the author as anecdotal rather than sample based evidence",
  "External evidence level: abstract indexed.",
  "Mapping review tier: mapping review before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
 "currentDebate": {
  "name": "Towards Just AI: Challenges and Solution Framework for Algorithmic Discrimination in Judicial System",
  "url": "https://www.semanticscholar.org/paper/92d646eca7f206211faad423c90287a349d4b3ea"
 },
 "extends": {
  "identifier": "kaal:claim:2998033-030",
  "url": "https://wulfkaal.github.io/claims/2998033-030",
  "citation": "Wulf A. Kaal, Blockchain Innovation for Private Investment Funds (2017). SSRN: https://ssrn.com/abstract=2998033",
  "paper": "Blockchain Innovation for Private Investment Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2998033",
  "source_pdf_sha256": "aafb1be3c25cd33da477d759df9ca2f856f0a8fe133d6396da2e75d0af573dbd"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2998033-030"
  },
  {
   "@type": "CreativeWork",
   "name": "Towards Just AI: Challenges and Solution Framework for Algorithmic Discrimination in Judicial System",
   "url": "https://www.semanticscholar.org/paper/92d646eca7f206211faad423c90287a349d4b3ea"
  }
 ],
 "batch_id": "historical-backfill:2026-07-31:phase-0008",
 "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/2026-07-31-1933",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-1933.md",
 "candidateId": "kaal:response-candidate:2026-07-31:199eed98b4012e03",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "mapping review before claim review",
 "mappingConfidence": 0.2651,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: abstract, technologies, big, data, artificial, intelligence, blockchain, aspects. Scope: characterized by the author as anecdotal rather than sample based evidence.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "algorithmic regulation",
  "queryId": "concept:dda0987aa1ad",
  "page": 1,
  "sourceRank": 148,
  "retrievedAt": "2026-07-31T13:58:30.108Z",
  "citationCount": 8,
  "venue": "International Journal of Digital Law and Governance",
  "publicationTypes": [
   "JournalArticle"
  ]
 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
 "sha256": "c51a35201ac9d11070b4a5ae22031cd42d99d7bd5b7b45d166be773eadd49af8"
}
