{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6366",
 "identifier": "kaal:position:2026-07-31-6366",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Blockchain Based Federated Learning Models Methods And Applications 36F7Fe8330",
 "text": "Blockchain Based Federated Learning Models Methods and Applications presents the following source proposition: This paper first analyzes the growth trend of global data volume and its importance to next generation technologies such as artificial intelligence technologies such as deep learning. This proposition is pertinent to Kaal's source-bound claim that Critics who dismiss artificial intelligence on boards as science fiction not worth engaging are wrong: AI on boards is a real prospect, and technologies such as blockchain-based smart contracts will both disrupt corporate governance and supply solutions to it. 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": [
  "ai-and-agents",
  "blockchain",
  "governance-design",
  "corporate-governance",
  "innovation",
  "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: 0.3531.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Blockchain Based Federated Learning Models Methods and Applications",
  "url": "http://dx.doi.org/10.20944/preprints202407.0417.v1"
 },
 "extends": {
  "identifier": "kaal:claim:2922176-034",
  "url": "https://wulfkaal.github.io/claims/2922176-034",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies (2017). SSRN: https://ssrn.com/abstract=2922176",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2922176",
  "source_pdf_sha256": "fa4e986917d437cb1504281e7b986be2698e9507d8feaf426c9d7d1754ca882c"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2922176-034"
  },
  {
   "@type": "CreativeWork",
   "name": "Blockchain Based Federated Learning Models Methods and Applications",
   "url": "http://dx.doi.org/10.20944/preprints202407.0417.v1"
  }
 ],
 "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/2026-07-31-6366",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6366.md",
 "candidateId": "kaal:response-draft:2026-07-31:ed389df717e3f394e9d6",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3531,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, technologies, such, artificial, intelligence, science, design. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4400470372",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "http://dx.doi.org/10.20944/preprints202407.0417.v1",
  "doi": "10.20944/preprints202407.0417.v1",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4400470372",
   "DOI": "10.20944/preprints202407.0417.v1"
  },
  "retrievedAt": "2026-07-31T17:52:18.295Z",
  "providerPage": 17,
  "rawObservationSha256": "0bd60c1c7fb970a7ef9ec4f64e0d22e0fbd7f7fe695bcd40bb54bc77d92d005b",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 10820,
  "chunkId": "openalex-00004",
  "workId": "work:doi:10.20944/preprints202407.0417.v1",
  "workAuthors": [
   "Rahul Sharma",
   "Kritika Sharma",
   "Priya P. Patel"
  ],
  "workPublishedAt": "2024-07-04",
  "identityKeys": [
   "doi:10.20944/preprints202407.0417.v1",
   "openalex:https://openalex.org/w4400470372",
   "url:http://dx.doi.org/10.20944/preprints202407.0417.v1",
   "title:d4f3e6cc8bd6c87741884516",
   "proposition:5c27e24cbe8bf2fa0ae3c0718837f8e9bcb6eb7cfb3abf174c77c4cf29f6769b"
  ],
  "sourceProposition": "This paper first analyzes the growth trend of global data volume and its importance to next generation technologies such as artificial intelligence technologies such as deep learning.",
  "sourcePropositionSha256": "dad231d4b1e1df1e514022bc1458314a87504cdbab81f6fbeccfb9b7e24233a5",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 1,
    "confidence": 0.3531,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technologies, such, artificial, intelligence, science, design. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-028",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-028",
    "rank": 2,
    "confidence": 0.3423,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, global, data, privacy, protection, security, network. Scope: global node distribution of blockchain data; jurisdiction specific consumer protection and data rules.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-037",
    "rank": 3,
    "confidence": 0.3323,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, applications, first, data, artificial, intelligence. Scope: large fund advisers as of 2019.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-004",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-004",
    "rank": 4,
    "confidence": 0.3307,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, learning, technologies, such, artificial, intelligence. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 5,
    "confidence": 0.3112,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, applications, data, artificial, intelligence. Scope: private investment fund industry; period of roughly 2007 to 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": "7049f2758f0d63b3fedbde03a7c9f66708e5fec681a44d462f75d8f7c0fd508c"
}
