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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming An Efficient Secure Predictive Demand Forecasting System Using Ethereum  Fa4E222Fff",
 "text": "An efficient secure predictive demand forecasting system using Ethereum virtual machine presents the following source proposition: By utilizing the capabilities of smart contracts and decentralized applications within the Ethereum ecosystem, the proposed system offers an efficient and transparent solution for demand forecasting challenges. This proposition is pertinent to Kaal's source-bound claim that Because Ethereum's decentralized platform incorporating smart contracts lets developers build applications directly on its blockchain, the majority of developers chose to write smart contracts on the Ethereum Virtual Machine rather than create their own blockchain technology, giving ICOs a uniform protocol. 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": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.418.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "name": "An efficient secure predictive demand forecasting system using Ethereum virtual machine",
  "url": "https://doi.org/10.1049/blc2.12068"
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  "url": "https://wulfkaal.github.io/claims/3067615-004",
  "citation": "Wulf A. Kaal, Marco Dell'Erba, Initial Coin Offerings Emerging Practices, Risk Factors, and Red Flags (2017). SSRN: https://ssrn.com/abstract=3067615",
  "paper": "Wulf A. Kaal, Marco Dell'Erba, Initial Coin Offerings Emerging Practices, Risk Factors, and Red Flags",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=3067615",
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   "url": "https://doi.org/10.1049/blc2.12068"
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 "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/2026-07-31-6442",
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 "mappingWhyRelevant": "Shared high-information concepts: ethereum, virtual, machine, smart, contracts, decentralized, applications, blockchain. Scope: ICO market through 2017.",
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  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
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  "doi": "10.1049/blc2.12068",
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  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethereum, virtual, machine, smart, contracts, decentralized, applications, blockchain. Scope: ICO market through 2017.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: ethereum, smart, contracts, decentralized, computer, blockchain. Scope: DAOs built on public platforms, in most cases Ethereum.",
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    "whyRelevant": "Shared high-information concepts: smart, contracts, decentralized, solution, security, market. Scope: 2020 attack on Chainlink nodes; oracle networks with limited node counts.",
    "ambiguous": true
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   {
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    "whyRelevant": "Shared high-information concepts: efficient, secure, smart, contracts, decentralized, blockchain. Scope: review source claim scope.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: secure, smart, contracts, blockchain, technology, data. Scope: based on the nine term cluster coding of fund marketing language, n equals 74 strategies.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0004, SHA-256 76656a95748a5e70056673ed7e170eaf52eb7b843129dad96311bc6e84b0ce9f, 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.",
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