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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6460",
 "identifier": "kaal:position:2026-07-31-6460",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A Machine Learning Sentiment Classification Of Factors That Shape Trust  42265Bcdda",
 "text": "A machine learning sentiment classification of factors that shape trust in smart contracts presents the following source proposition: However, concerns about the reliability of smart contracts persist due to potential vulnerabilities and unexpected outcomes. 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": {
  "@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": [
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  "open-source-and-code",
  "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: 0.3687.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A machine learning sentiment classification of factors that shape trust in smart contracts",
  "url": "http://dx.doi.org/10.46481/jnsps.2025.2177"
 },
 "extends": {
  "identifier": "kaal:claim:3067615-004",
  "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"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=3067615",
  "source_pdf_sha256": "164ce15b9eb1e8847ebcb073f5b23a96b4974ad0308d77469a9455d4a1ebeb38"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3067615-004"
  },
  {
   "@type": "CreativeWork",
   "name": "A machine learning sentiment classification of factors that shape trust in smart contracts",
   "url": "http://dx.doi.org/10.46481/jnsps.2025.2177"
  }
 ],
 "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": {
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6460",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6460.md",
 "candidateId": "kaal:response-draft:2026-07-31:56df12341e204db022f6",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3687,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: machine, factors, smart, contracts, blockchain, technology, applications. Scope: ICO market through 2017.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4404012216",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "http://dx.doi.org/10.46481/jnsps.2025.2177",
  "doi": "10.46481/jnsps.2025.2177",
  "externalIds": {
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   "DOI": "10.46481/jnsps.2025.2177"
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  "workId": "work:doi:10.46481/jnsps.2025.2177",
  "workAuthors": [
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   "Uche M. Mbanaso",
   "Nwojo Agwu Nnanna",
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  "sourceProposition": "However, concerns about the reliability of smart contracts persist due to potential vulnerabilities and unexpected outcomes.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: machine, factors, smart, contracts, blockchain, technology, applications. Scope: ICO market through 2017.",
    "ambiguous": true
   },
   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3071378-040",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: trust, smart, contracts, natural, blockchain, technology, security. Scope: continued evolution of the crypto economy.",
    "ambiguous": true
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   {
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    "confidence": 0.3434,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: smart, contracts, potential, natural, language, blockchain. Scope: smart contract disputes brought before existing courts and regulators.",
    "ambiguous": true
   },
   {
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    "rank": 4,
    "confidence": 0.3418,
    "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
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   {
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    "claimUrl": "https://wulfkaal.github.io/claims/4855607-019",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: learning, smart, contracts, reliability, security. Scope: federated learning with untrusted or unverified participating nodes.",
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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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