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 "text": "From Retrieval to Cognitive Orchestration: Standardizing Context Management in Agentic AI Systems should be assessed against Kaal's source-bound claim that Shareholder agreements matter more in closely held corporations because minority holders have sunk substantial time or capital into the enterprise yet cannot exit through sale, since their shares lack a ready market. 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.",
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  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "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."
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  "url": "https://www.semanticscholar.org/paper/590d160e536ebf4954b5167766031495e8867b45"
 },
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  "identifier": "kaal:claim:3017612-012",
  "url": "https://wulfkaal.github.io/claims/3017612-012",
  "citation": "Wulf A. Kaal, Shareholder Agreements - National Report of the United States of America (2017). SSRN: https://ssrn.com/abstract=3017612",
  "paper": "Shareholder Agreements - National Report of the United States of America",
  "authors": [
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  "ssrn": "https://ssrn.com/abstract=3017612",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: but, lack, governance, through, enterprise, report, time. Scope: closely held corporations; dissatisfied minority shareholders.",
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  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "model context protocol",
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  "retrievedAt": "2026-07-31T13:58:04.059Z",
  "citationCount": 0,
  "venue": "International Journal of Computational and Experimental Science and Engineering",
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