{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-08-01-003",
 "identifier": "kaal:position:2026-08-01-003",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Use Of Artificial Intelligence In Terms Of Open Innovation Process And M Bad7E9Ee90",
 "text": "Use of Artificial Intelligence in Terms of Open Innovation Process and Management presents the following source proposition: Organizations see open innovation as important to their future growth strategy. This proposition is pertinent to Kaal's source-bound claim that Well-capitalized centralized incumbents can outpace decentralized entrants in user acquisition by leveraging existing customer bases and brand recognition, so decentralized startups must show clear advantages in compensation, transparency, or data protection to win adoption. 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": "2026-08-01",
 "dateModified": "2026-08-01",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "economics",
  "decentralization",
  "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: 0.353.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Use of Artificial Intelligence in Terms of Open Innovation Process and Management",
  "url": "https://doi.org/10.3390/su15097205"
 },
 "extends": {
  "identifier": "kaal:claim:5095633-030",
  "url": "https://wulfkaal.github.io/claims/5095633-030",
  "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
  "paper": "Wulf A. Kaal, Artificial Intelligence The Final Frontier",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5095633",
  "source_pdf_sha256": "cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5095633-030"
  },
  {
   "@type": "CreativeWork",
   "name": "Use of Artificial Intelligence in Terms of Open Innovation Process and Management",
   "url": "https://doi.org/10.3390/su15097205"
  }
 ],
 "batch_id": "kaal-review:2026-08-01:streaming-etl-0013",
 "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/2026-08-01-003",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-08-01-003.md",
 "candidateId": "kaal:response-draft:2026-08-01:a13911b2f9a1a2e88bf2",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.353,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, marketing, bases, data. Scope: competitive market with entrenched centralized providers.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4367182729",
  "queryId": "concept:516a267369f9",
  "queryText": "dynamic regulation",
  "canonicalUrl": "https://doi.org/10.3390/su15097205",
  "doi": "10.3390/su15097205",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4367182729",
   "DOI": "10.3390/su15097205"
  },
  "retrievedAt": "2026-08-01T00:31:50.489Z",
  "providerPage": 57,
  "rawObservationSha256": "0d56bb9c69f04681d086372189d7eaab14c94ebbedd51ca502ee83adfe5dd76d",
  "inputSnapshotSha256": "e67d4c05fb1f40b1017bd2bd928ba083525b9d4bd463ebacb354c5132fb65a9a",
  "inputLine": 8974,
  "chunkId": "openalex-00018",
  "workId": "work:doi:10.3390/su15097205",
  "workAuthors": [
   "Aleksandra Kuzior",
   "Mariya Sira",
   "Paulina Brożek"
  ],
  "workPublishedAt": "2023-04-26",
  "identityKeys": [
   "doi:10.3390/su15097205",
   "openalex:https://openalex.org/w4367182729",
   "url:https://doi.org/10.3390/su15097205",
   "title:4f28b431cdf1adcdc08d3742",
   "proposition:833a4aeac758e76bb062f7e3920cd5e8ae6f7571a6c33fd6c36f1743de142465"
  ],
  "sourceProposition": "Organizations see open innovation as important to their future growth strategy.",
  "sourcePropositionSha256": "8c2235270203b013717c9bc498f540784b008c6c8f59baadb5413bcafb15b70b",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5095633-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-030",
    "rank": 1,
    "confidence": 0.353,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, marketing, bases, data. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 2,
    "confidence": 0.3162,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, future, science. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 3,
    "confidence": 0.3092,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, big, data. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5541658-004",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-004",
    "rank": 4,
    "confidence": 0.2976,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, innovation, process, data. Scope: the 2010s wave of deep learning tools in legal practice.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3962614-008",
    "claimUrl": "https://wulfkaal.github.io/claims/3962614-008",
    "rank": 5,
    "confidence": 0.2919,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, process, organizations, decision, impact. Scope: human applied VC screening criteria.",
    "ambiguous": true
   }
  ],
  "substantiveReview": null
 },
 "userAffirmation": "I affirm batch kaal-review:2026-08-01:streaming-etl-0013, SHA-256 d056b75261e9d26421a64368420d9dbb5c2af2dd655721c7b481ce0dd0c3a6eb, as written and authorize publication of all 6 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
 "sha256": "622f43a73db4b121b7d12e945c70190532f2a881dec0bb14f1b5f9f2152234c2"
}