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 "name": "Historical C4E4Fbcada9C427817C5",
 "text": "Digital Transformation and the Evolution of the Platform Economy should be assessed against Kaal's source-bound claim that Coders and developers do not always understand the industry or business environment they target with their software solutions, nor do they always consider the trust or ethical issues raised by the technology based business solutions they implement. The current metadata indicates a plausible connection through algorithmic regulation, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "author": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "dateModified": "2026-07-31",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: mapping review before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
 "currentDebate": {
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  "url": "https://www.semanticscholar.org/paper/95f4d848030744df1c106064726ed746da888241"
 },
 "extends": {
  "identifier": "kaal:claim:3227967-038",
  "url": "https://wulfkaal.github.io/claims/3227967-038",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967",
  "paper": "Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2018",
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 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-2222",
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 "candidateId": "kaal:response-candidate:2026-07-31:abedbfab26335a3a",
 "evidenceLevel": "abstract indexed",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: digital, industry, issues, trust, solutions, business, reputation. Scope: technology based business solutions built by developers.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "algorithmic regulation",
  "queryId": "concept:dda0987aa1ad",
  "page": 1,
  "sourceRank": 151,
  "retrievedAt": "2026-07-31T13:58:30.108Z",
  "citationCount": 0,
  "venue": "Handbook of Research on the Platform Economy and the Evolution of E-Commerce",
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