{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6995",
 "identifier": "kaal:position:2026-07-31-6995",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Blockchain Cryptography And Federated Learning Enhancing Trust Privacy A 9D53Bf698E",
 "text": "Blockchain Cryptography and Federated Learning: Enhancing Trust, Privacy and Security in the Digital Era presents the following source proposition: The solutions that are in force are analyzed critically based on the aspects of scalability, auditability, cryptographic overhead, as well as defences against poisoning and backdoor attacks. This proposition is pertinent to Kaal's source-bound claim that The immutability of the blockchain and its cryptographic security systems provide transactional guarantees that create trust between principals and agents in the integrity of their contractual relationship, and ensure that no participant can circumvent the rules embedded in blockchain code. 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": [
  "blockchain",
  "consensus-and-security",
  "citation-and-knowledge",
  "reputation",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: 0.3598.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Blockchain Cryptography and Federated Learning: Enhancing Trust, Privacy and Security in the Digital Era",
  "url": "https://www.semanticscholar.org/paper/52d2d162acad13a5703d7e83b867d7bcf5ed4b72"
 },
 "extends": {
  "identifier": "kaal:claim:3373393-019",
  "url": "https://wulfkaal.github.io/claims/3373393-019",
  "citation": "Wulf A. Kaal, Blockchain Solutions for Agency Problems in Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3373393",
  "paper": "Wulf A. Kaal, Blockchain Solutions for Agency Problems in Corporate Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2019",
  "ssrn": "https://ssrn.com/abstract=3373393",
  "source_pdf_sha256": "4d1424b9ba9aff8a61bc7a0dddd02cded93785e5843685dde76c07dcdb23961e"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3373393-019"
  },
  {
   "@type": "CreativeWork",
   "name": "Blockchain Cryptography and Federated Learning: Enhancing Trust, Privacy and Security in the Digital Era",
   "url": "https://www.semanticscholar.org/paper/52d2d162acad13a5703d7e83b867d7bcf5ed4b72"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "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/2026-07-31-6995",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6995.md",
 "candidateId": "kaal:response-draft:2026-07-31:da5d94e70337fc852be9",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3598,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, trust, security, solutions, cryptographic. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "52d2d162acad13a5703d7e83b867d7bcf5ed4b72",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/52d2d162acad13a5703d7e83b867d7bcf5ed4b72",
  "doi": "10.23919/indiacom70271.2026.11526208",
  "externalIds": {
   "DOI": "10.23919/INDIACom70271.2026.11526208",
   "CorpusId": 288706063,
   "SemanticScholar": "52d2d162acad13a5703d7e83b867d7bcf5ed4b72"
  },
  "retrievedAt": "2026-07-31T13:59:06.105Z",
  "providerPage": 1,
  "rawObservationSha256": "a4ef0f5a7bc6c143b3631acf994a905b7ee62b23a56e88fb778548874b6b508f",
  "inputSnapshotSha256": "96a846999aefd65306457ebd7971f1abef182a04b39a927618f8460274d795ab",
  "inputLine": 11274,
  "chunkId": "semantic-scholar-00046",
  "workId": "work:doi:10.23919/indiacom70271.2026.11526208",
  "workAuthors": [
   "Damanpreet Kaur",
   "Sarabjeet Kaur"
  ],
  "workPublishedAt": "2026-04-08",
  "identityKeys": [
   "doi:10.23919/indiacom70271.2026.11526208",
   "semantic-scholar:52d2d162acad13a5703d7e83b867d7bcf5ed4b72",
   "url:https://www.semanticscholar.org/paper/52d2d162acad13a5703d7e83b867d7bcf5ed4b72",
   "title:95ccd094df3ce5049d33d072",
   "proposition:85966b0ce4d51af3614e734eb0d52f886346620fb18bb08b40c3ce4a68780e26"
  ],
  "sourceProposition": "The solutions that are in force are analyzed critically based on the aspects of scalability, auditability, cryptographic overhead, as well as defences against poisoning and backdoor attacks.",
  "sourcePropositionSha256": "f5e8ec1c3db0dbd052e9911203042eda5f4271102c0f5fa33f34420fea77c5cd",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3373393-019",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-019",
    "rank": 1,
    "confidence": 0.3598,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, trust, security, solutions, cryptographic. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-024",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-024",
    "rank": 2,
    "confidence": 0.3598,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, trust, security, solutions, cryptographic. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4900878-034",
    "claimUrl": "https://wulfkaal.github.io/claims/4900878-034",
    "rank": 3,
    "confidence": 0.3235,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, security, cryptographic, against. Scope: as quantum computing capability advances.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227967-019",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-019",
    "rank": 4,
    "confidence": 0.3201,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, security, digital, cryptographic. Scope: records secured by cryptographic hash functions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-023",
    "rank": 5,
    "confidence": 0.3194,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, privacy, security, solutions. Scope: review source claim scope.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, 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": "12a94b530aa7191672e1d11ccc6f92d365730a6571f48dc4204e825cf30523fc"
}
