{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-4235",
 "identifier": "kaal:position:2026-07-31-4235",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Historical D34C7B4A47765C699De6",
 "text": "MULTI-AGENT TRADING SYSTEMS APPLIED IN THE BRAZILIAN FINANCE MARKET should be assessed against Kaal's source-bound claim that When the bid ask spread grows too wide while trades occur at high volume, the market begins to lose liquidity and the asset's value starts to fall, forcing investors who unload positions to surrender unrealized gains. The current metadata indicates a plausible connection through model context protocol, 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": [
  "defi",
  "economics"
 ],
 "scope_conditions": [
  "exchange traded context",
  "wide spreads combined with high trading volume",
  "External evidence level: abstract indexed.",
  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
 "currentDebate": {
  "name": "MULTI-AGENT TRADING SYSTEMS APPLIED IN THE BRAZILIAN FINANCE MARKET",
  "url": "https://www.semanticscholar.org/paper/991740dea06898ecc3f973cef9db2ed550ee500e"
 },
 "extends": {
  "identifier": "kaal:claim:4033886-022",
  "url": "https://wulfkaal.github.io/claims/4033886-022",
  "citation": "Wulf A. Kaal, Samuel Evans, Hayley Howe, Digital Asset Valuation (2022). SSRN: https://ssrn.com/abstract=4033886",
  "paper": "Samuel Evans, Hayley Howe, Digital Asset Valuation",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2022",
  "ssrn": "https://ssrn.com/abstract=4033886",
  "source_pdf_sha256": "52ba05b1292b1be4bfaf1ee5cf56b14fea9c196d870603e794d7ee316df129bd"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4033886-022"
  },
  {
   "@type": "CreativeWork",
   "name": "MULTI-AGENT TRADING SYSTEMS APPLIED IN THE BRAZILIAN FINANCE MARKET",
   "url": "https://www.semanticscholar.org/paper/991740dea06898ecc3f973cef9db2ed550ee500e"
  }
 ],
 "batch_id": "historical-backfill:2026-07-31:phase-0017",
 "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/2026-07-31-4235",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-4235.md",
 "candidateId": "kaal:response-candidate:2026-07-31:ceaac7865cf3f35b",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "ambiguity triage before claim review",
 "mappingConfidence": 0.2204,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: market, context, trades, asset. Scope: exchange traded context; wide spreads combined with high trading volume.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "model context protocol",
  "queryId": "concept:9c5da690faad",
  "page": 1,
  "sourceRank": 587,
  "retrievedAt": "2026-07-31T13:58:04.059Z",
  "citationCount": 0,
  "venue": "International Journal of Advanced Research",
  "publicationTypes": [
   "JournalArticle"
  ]
 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
 "sha256": "c184b97b37cd2bb7e30327d2bed809abbbb0469e3a795fcd6af37a067d9172a8"
}
