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 "name": "Historical E95B82715D205E5Ce61B",
 "text": "Research on Algorithmic Regulation of Market Manipulation in Algorithmic Trading should be assessed against Kaal's source-bound claim that Any risk assessment of hedge funds as counterparties is necessarily incomplete, because there is no common measure for calculating leverage and exposure and because fund trading strategies are dynamic. 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": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "External evidence level: metadata only.",
  "Mapping review tier: moderate-confidence claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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  "name": "Research on Algorithmic Regulation of Market Manipulation in Algorithmic Trading",
  "url": "https://www.semanticscholar.org/paper/5d46b572cdd1c979e354d1fe96313a864285f307"
 },
 "extends": {
  "identifier": "kaal:claim:3405660-024",
  "url": "https://wulfkaal.github.io/claims/3405660-024",
  "citation": "Kaal, Indirect Regulation of Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3405660",
  "paper": "Indirect Regulation of Hedge Funds",
  "authors": [
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  "ssrn": "",
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 "candidateId": "kaal:response-candidate:2026-07-31:99be14ebf95352a2",
 "evidenceLevel": "metadata only",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: research, regulation, trading. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "algorithmic regulation",
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  "page": 1,
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  "retrievedAt": "2026-07-31T13:58:30.108Z",
  "citationCount": 0,
  "venue": "Open Journal of Legal Science",
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