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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A Review Of Deep Learning Based Vulnerability Detection Tools For Ethern Ae7947Edd8",
 "text": "A Review of Deep Learning-Based Vulnerability Detection Tools for Ethernet Smart Contracts presents the following source proposition: In recent years, the number of smart contracts deployed on blockchain has exploded. This proposition is pertinent to Kaal's source-bound claim that The smart contract industry is still projected to grow to several billion dollars over the next decade even though security audit costs and exploit losses are substantial, so vulnerability costs slow but do not halt industry growth. 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: 0.3544.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "name": "A Review of Deep Learning-Based Vulnerability Detection Tools for Ethernet Smart Contracts",
  "url": "https://doi.org/10.32604/cmes.2024.046758"
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  "identifier": "kaal:claim:4734750-002",
  "url": "https://wulfkaal.github.io/claims/4734750-002",
  "citation": "Wulf A. Kaal, Code Review DAO (2024). SSRN: https://ssrn.com/abstract=4734750",
  "paper": "Wulf A. Kaal, Code Review DAO",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4734750",
  "source_pdf_sha256": "60eadf91c0913468505afc664c8d8d1e1673d6c5326d031ca7060addb8ab2eda"
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 "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/2026-07-31-6292",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: review, vulnerability, smart, contracts, security. Scope: smart contract industry through roughly 2032.",
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  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: vulnerability, smart, contracts, blockchain, security. Scope: a bug exists in deployed DAO code.",
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    "whyRelevant": "Shared high-information concepts: smart, contracts, blockchain, technology, applications. Scope: multi party smart contract arrangements.",
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    "whyRelevant": "Shared high-information concepts: tools, smart, contracts, deployed. Scope: applies where a few dominant parties influence the underlying Layer 1; holds under current blockchain design as of 2024.",
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