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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6712",
 "identifier": "kaal:position:2026-07-31-6712",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A Hybrid Semantic And Multi Attention Mechanism Approach For Detecting V Af16619056",
 "text": "A Hybrid Semantic and Multi-Attention Mechanism Approach for Detecting Vulnerabilities in Smart Contract Code presents the following source proposition: Driven by blockchain technology, numerous industries are increasingly adopting smart contracts to enhance efficiency, reduce costs, and improve transparency. This proposition is pertinent to Kaal's source-bound claim that Because smart contracts are coded for computer programming rather than for a human observer, courts may not be able to hypothesize a reasonable human's interpretation of a given smart contract. 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": [
  "law-and-legal-systems",
  "smart-contracts",
  "historical-response",
  "scholarly-literature",
  "openalex"
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  "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: 0.3918.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A Hybrid Semantic and Multi-Attention Mechanism Approach for Detecting Vulnerabilities in Smart Contract Code",
  "url": "https://doi.org/10.3390/sym17071161"
 },
 "extends": {
  "identifier": "kaal:claim:2992962-017",
  "url": "https://wulfkaal.github.io/claims/2992962-017",
  "citation": "Wulf A. Kaal, Craig Calcaterra, Crypto Transaction Dispute Resolution (2017). SSRN: https://ssrn.com/abstract=2992962",
  "paper": "Wulf A. Kaal, Craig Calcaterra, Crypto Transaction Dispute Resolution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2992962",
  "source_pdf_sha256": "80b92e67594394e38af41b769327936833de8e25d6cf3def966a6ba13bc83d17"
 },
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   "@id": "https://wulfkaal.github.io/claims/2992962-017"
  },
  {
   "@type": "CreativeWork",
   "name": "A Hybrid Semantic and Multi-Attention Mechanism Approach for Detecting Vulnerabilities in Smart Contract Code",
   "url": "https://doi.org/10.3390/sym17071161"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0005",
 "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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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6712",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6712.md",
 "candidateId": "kaal:response-draft:2026-07-31:cbdc473f810c95e19698",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3918,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: smart, contract, code, contracts, computer, programming, artificial, intelligence. Scope: contract interpretation disputes over coded smart contracts.",
 "sourceProvenance": {
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  "sourceRecordId": "https://openalex.org/W4412540082",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.3390/sym17071161",
  "doi": "10.3390/sym17071161",
  "externalIds": {
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   "DOI": "10.3390/sym17071161"
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  "workId": "work:doi:10.3390/sym17071161",
  "workAuthors": [
   "Zhenxiang He",
   "Yanling Liu",
   "Xiaohui Sun"
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  "workPublishedAt": "2025-07-21",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, contract, code, contracts, computer, programming, artificial, intelligence. Scope: contract interpretation disputes over coded smart contracts.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3227967-021",
    "rank": 2,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, contract, code, blockchain, contracts, computer, law, enforcement. Scope: review source claim scope.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, driven, blockchain, contracts, science, artificial, intelligence. Scope: review source claim scope.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, contract, code, blockchain, contracts, computer, enforcement. Scope: review source claim scope.",
    "ambiguous": true
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, efficiency, artificial, intelligence, applications. Scope: large fund advisers as of 2019.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0005, SHA-256 38dc4a26b86055f59a04f2f22c00881f6c50aa4c4e33c702b9de7f310a3e9995, as written and authorize publication of all 248 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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