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 "text": "Algorithmic regulation should be assessed against Kaal's source-bound claim that Contesting the safety rationale offered for restricting Uber, the authors argue that the two way rating system and the algorithmic matching of drivers and customers already provide an effective means of policing drivers and ensuring a safe ride. 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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  "reputation",
  "risk-and-incentives"
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  "ride hailing platforms with reciprocal ratings and algorithmic matching",
  "External evidence level: metadata only.",
  "Mapping review tier: high-confidence claim review.",
  "The primary literature-to-claim mapping cleared the automated ambiguity test."
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  "url": "https://www.semanticscholar.org/paper/c3b51cbf5fc4dea71675b2ab4dc17b83181193f5"
 },
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  "identifier": "kaal:claim:2834531-025",
  "url": "https://wulfkaal.github.io/claims/2834531-025",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Regulation Tomorrow What Happens When Technology Is Faster Than the Law (2017). SSRN: https://ssrn.com/abstract=2834531",
  "paper": "Wulf A. Kaal, Erik P. M. Vermeulen, Regulation Tomorrow What Happens When Technology Is Faster Than the Law",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2834531",
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   "url": "https://www.semanticscholar.org/paper/c3b51cbf5fc4dea71675b2ab4dc17b83181193f5"
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 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-024.md",
 "candidateId": "kaal:response-candidate:2026-07-31:57049d26a1b5732d",
 "evidenceLevel": "metadata only",
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 "mappingAmbiguous": false,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: algorithmic, regulation. Scope: ride hailing platforms with reciprocal ratings and algorithmic matching.",
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  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "algorithmic regulation",
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  "page": 1,
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  "retrievedAt": "2026-07-31T13:58:30.108Z",
  "citationCount": 1,
  "venue": "The Algorithmic Society",
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 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
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