{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6421",
 "identifier": "kaal:position:2026-07-31-6421",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A Machine Learning Based Dynamic Method For Detecting Vulnerabilities In Fa1C72Fdc6",
 "text": "A Machine Learning-Based Dynamic Method for Detecting Vulnerabilities in Smart Contracts presents the following source proposition: In our work, we have reviewed the tools based on ML for vulnerability detection in Ethereum smart contracts. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "law-and-legal-systems",
  "smart-contracts",
  "historical-response",
  "scholarly-literature",
  "openalex"
 ],
 "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: 0.4116.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A Machine Learning-Based Dynamic Method for Detecting Vulnerabilities in Smart Contracts",
  "url": "https://zenodo.org/record/7413114"
 },
 "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"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2992962-017"
  },
  {
   "@type": "CreativeWork",
   "name": "A Machine Learning-Based Dynamic Method for Detecting Vulnerabilities in Smart Contracts",
   "url": "https://zenodo.org/record/7413114"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0004",
 "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.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6421",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6421.md",
 "candidateId": "kaal:response-draft:2026-07-31:d1f85137526e9eb559b8",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4116,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: smart, contracts, computer, artificial, intelligence. Scope: contract interpretation disputes over coded smart contracts.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4310878931",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://zenodo.org/record/7413114",
  "doi": "10.5281/zenodo.7413114",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4310878931",
   "DOI": "10.5281/zenodo.7413114"
  },
  "retrievedAt": "2026-07-31T17:52:20.200Z",
  "providerPage": 19,
  "rawObservationSha256": "5d35a4e5474f670bfdc42bb62a5505f7b9faf700e75b933b2b87b6ff9b961814",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 11119,
  "chunkId": "openalex-00005",
  "workId": "work:doi:10.5281/zenodo.7413114",
  "workAuthors": [
   "Jasvant Mandloi",
   "Pratosh Bansal"
  ],
  "workPublishedAt": "2022-09-30",
  "identityKeys": [
   "doi:10.5281/zenodo.7413114",
   "openalex:https://openalex.org/w4310878931",
   "url:https://zenodo.org/record/7413114",
   "title:f60c9cc502d62a1996be865e",
   "proposition:cd6bc5edf228e4e67bd85bfeedc246cf240d058bb4579a603a89bb71fb1a09a9"
  ],
  "sourceProposition": "In our work, we have reviewed the tools based on ML for vulnerability detection in Ethereum smart contracts.",
  "sourcePropositionSha256": "76f15db8089a29ef5dd15adf805d8382a28af29341d6015f64ca57b5d164becb",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2992962-017",
    "claimUrl": "https://wulfkaal.github.io/claims/2992962-017",
    "rank": 1,
    "confidence": 0.4116,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, contracts, computer, artificial, intelligence. Scope: contract interpretation disputes over coded smart contracts.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5583610-036",
    "claimUrl": "https://wulfkaal.github.io/claims/5583610-036",
    "rank": 2,
    "confidence": 0.4027,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: vulnerabilities, smart, contracts, have, insurance, risk. Scope: on-chain deployment of reward contracts.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227967-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-023",
    "rank": 3,
    "confidence": 0.3849,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, contracts, have, ethereum, computer. Scope: DAOs built on public platforms, in most cases Ethereum.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-024",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-024",
    "rank": 4,
    "confidence": 0.378,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, contracts, artificial, intelligence, risk. Scope: quality thresholds can be specified in advance and verified on-chain.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3067615-004",
    "claimUrl": "https://wulfkaal.github.io/claims/3067615-004",
    "rank": 5,
    "confidence": 0.3722,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: machine, smart, contracts, ethereum, risk. Scope: ICO market through 2017.",
    "ambiguous": true
   }
  ]
 },
 "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.",
 "sha256": "318124fce46241135d3c1dc2dbc3cc5758e0f6c28db3ebf7676de1bd4dcadde3"
}
