{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-5963",
 "identifier": "kaal:position:2026-07-31-5963",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Applying Diverse Ai Tools To Transform Philanthropic Operations E907E05133",
 "text": "Applying diverse AI tools to transform philanthropic operations presents the following source proposition: The chapter emphasizes AI’s ability to enhance organizational growth and innovation through automation and efficiency. This proposition is pertinent to Kaal's source-bound claim that Private fund advisers' increasing use of blockchain technology, artificial intelligence, and big data is a distinct source of downward pressure on the traditional 2/20 fee structure that commentators have not examined. 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",
  "private-funds",
  "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: 0.3692.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Applying diverse AI tools to transform philanthropic operations",
  "url": "https://doi.org/10.4324/9781003468615-7"
 },
 "extends": {
  "identifier": "kaal:claim:2959730-001",
  "url": "https://wulfkaal.github.io/claims/2959730-001",
  "citation": "Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds (2017). SSRN: https://ssrn.com/abstract=2959730",
  "paper": "Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2959730",
  "source_pdf_sha256": "ebd86972d8817b0c1c80326ae5564476983cedba3f258ff3b2610f156b93fb50"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2959730-001"
  },
  {
   "@type": "CreativeWork",
   "name": "Applying diverse AI tools to transform philanthropic operations",
   "url": "https://doi.org/10.4324/9781003468615-7"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0002",
 "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/2026-07-31-5963",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-5963.md",
 "candidateId": "kaal:response-draft:2026-07-31:a7a527da65506c822e93",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3692,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: innovation, big, data, intelligence. Scope: private investment fund industry; period of roughly 2007 to 2017.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4403873602",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.4324/9781003468615-7",
  "doi": "10.4324/9781003468615-7",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4403873602",
   "DOI": "10.4324/9781003468615-7"
  },
  "retrievedAt": "2026-07-31T17:52:06.389Z",
  "providerPage": 3,
  "rawObservationSha256": "cd6ad4af10d5600acbceb7bb36cd9403a12c08770fea5c712c849f6f382746e2",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 8020,
  "chunkId": "openalex-00033",
  "workId": "work:doi:10.4324/9781003468615-7",
  "workAuthors": [
   "Prity Khastgir",
   "Shweta Shalini"
  ],
  "workPublishedAt": "2024-10-29",
  "identityKeys": [
   "doi:10.4324/9781003468615-7",
   "openalex:https://openalex.org/w4403873602",
   "url:https://doi.org/10.4324/9781003468615-7",
   "title:f725d0869af4ff27de3f053c",
   "proposition:0cc2808ee9403ecac147c5fa34f1e27c3a9a2b679f65606be81b0ec972a1ed0f"
  ],
  "sourceProposition": "The chapter emphasizes AI’s ability to enhance organizational growth and innovation through automation and efficiency.",
  "sourcePropositionSha256": "0d7017295d602fc240fd7c0be36fa2f1e9836c98e3b7d8814e28999d8036974a",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 1,
    "confidence": 0.3692,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, big, data, intelligence. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-034",
    "rank": 2,
    "confidence": 0.3451,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, science, intelligence. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4900880-029",
    "claimUrl": "https://wulfkaal.github.io/claims/4900880-029",
    "rank": 3,
    "confidence": 0.3251,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: organizational, growth, innovation. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2808132-052",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-052",
    "rank": 4,
    "confidence": 0.325,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: emphasizes, innovation, data. Scope: availability of additional and emerging data sources beyond venture capital.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2808132-039",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-039",
    "rank": 5,
    "confidence": 0.3137,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, big, data. Scope: industries disproportionately represented in later venture capital series; regulators willing to conduct granular data analysis.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0002, SHA-256 86e0dda588610d89ed45ad08f4697601b5577f6e761e0bd9a9aef701c9c9deee, 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": "4b6ff28b2a048796035eef211813576cfc3e5ba081da8590cfa92bc16a31db39"
}