{
  "observedAt": "2026-09-30",
  "source": "Official platform public creator catalog",
  "sampleSize": 120,
  "selection": "Purposive initial ten identity cases (three athletes, seven comedians), then observed public API return order, skipping selected records, until each category reached60. No explicit API ordering specified. Not random or representative.",
  "pagesWithExplicitPlatformAccountLink": 115,
  "distinctObservedPlatformAccountUrls": 115,
  "pagesWithOtherPublicSourceLinks": 118,
  "pagesWithoutExplicitPlatformAccountLink": 5,
  "sourceBodyHashesAvailable": 120,
  "allFetchStatus200": true,
  "dateLimits": {
    "earliestSourceModification": "2025-11-18T19:38:49",
    "latestSourceModification": "2026-09-15T17:42:33"
  },
  "limitations": [
    "Counts describe observed catalog markup and stored extraction, not subscriber access or current checkout offers.",
    "A missing account link does not establish that a creator lacks an account.",
    "The selection cannot estimate prevalence across the platform.",
    "No live destination, age or paid-content claim is established by this aggregate link audit."
  ],
  "normalizationMethod": "Unicode NFKD; remove combining accents; lowercase; remove every non-ASCII-alphanumeric character. Compare the resulting display-name and linked handle strings, not people.",
  "linkedNameComparisonDenominator": 115,
  "normalizedNameEqualsHandle": 42,
  "normalizedNameDiffersFromHandle": 73,
  "keywordScreen": {
    "pattern": "agency|managed|management|represent|agent|team (case-insensitive)",
    "excerptsScreened": 120,
    "matchingExcerpts": 28,
    "matchingExcerptsExplicitlyDescribingOnlyFansInboxOperation": 0,
    "reviewScope": "All28 matched stored professional-biography excerpts were read. Match texts described sports representation, teams or industry representation; none explicitly identified the OnlyFans inbox operator. This is not a full-text semantic audit and cannot establish absence of an agency relationship."
  }
}