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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6753",
 "identifier": "kaal:position:2026-07-31-6753",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming  8E343E852D",
 "text": "Контекстно-орієнтована система організації даних для розподілених проєктних команд presents the following source proposition: На підставі аналізу концепції мережі Data Mesh обґрунтовано релевантність доменно-орієнтованого підходу до організації даних із використанням дата-продуктів, контрактів на дані (data contracts), платформи самообслуговування та федеративного обчислювального управління, але виявлено розрив на рівні доступу стейкхолдерів до проєктного контексту. This proposition is pertinent to Kaal's source-bound claim that Larger European private fund advisers implement more conservative investment strategies, using blockchain technology predominantly to invest in and secure crypto assets. 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",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: 0.4576.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Контекстно-орієнтована система організації даних для розподілених проєктних команд",
  "url": "https://www.semanticscholar.org/paper/ee0df25fccf9294b2c0986c33810527f7a604b32"
 },
 "extends": {
  "identifier": "kaal:claim:3002908-030",
  "url": "https://wulfkaal.github.io/claims/3002908-030",
  "citation": "Wulf A. Kaal, Marco Dell'Erba, Blockchain Innovation in Private Investment Funds - A Comparative Analysis of the United States and (2017). SSRN: https://ssrn.com/abstract=3002908",
  "paper": "Wulf A. Kaal, Marco Dell'Erba, Blockchain Innovation in Private Investment Funds - A Comparative Analysis of the United States and",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=3002908",
  "source_pdf_sha256": "06a7b61e75f905ee07e422e875d83a65c5033a248a6e05a213523b034e5db534"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3002908-030"
  },
  {
   "@type": "CreativeWork",
   "name": "Контекстно-орієнтована система організації даних для розподілених проєктних команд",
   "url": "https://www.semanticscholar.org/paper/ee0df25fccf9294b2c0986c33810527f7a604b32"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6753",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6753.md",
 "candidateId": "kaal:response-draft:2026-07-31:5bb7f2ed9f17d88751a7",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4576,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: data, contracts. Scope: based on the nine term cluster coding of fund marketing language, n equals 74 strategies.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "ee0df25fccf9294b2c0986c33810527f7a604b32",
  "queryId": "concept:9c5da690faad",
  "queryText": "model context protocol",
  "canonicalUrl": "https://www.semanticscholar.org/paper/ee0df25fccf9294b2c0986c33810527f7a604b32",
  "doi": "10.36930/40350618",
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  "workAuthors": [
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   "proposition:22749f97bf35dfd96b0bf5087aea6b4f85c4a4adfc0d869803284d4f4930f183"
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  "sourceProposition": "На підставі аналізу концепції мережі Data Mesh обґрунтовано релевантність доменно-орієнтованого підходу до організації даних із використанням дата-продуктів, контрактів на дані (data contracts), платформи самообслуговування та федеративного обчислювального управління, але виявлено розрив на рівні доступу стейкхолдерів до проєктного контексту.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: data, contracts. Scope: based on the nine term cluster coding of fund marketing language, n equals 74 strategies.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: data, contracts. Scope: pre maturity phase of decentralized oracle technology.",
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    "whyRelevant": "Shared high-information concepts: data, contracts. Scope: oracle dependent smart contracts.",
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    "whyRelevant": "Shared high-information concepts: data, contracts. Scope: where compliance rules can be expressed as predefined, codified conditions.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: data, contracts. Scope: supervised deep learning that depends on large labeled datasets.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, 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": "4c859f5d2889c05dec8cc9f519f113f15583e326601d18384d65503c4f13f89a"
}