{
  "date": "2026-11-02",
  "initial_posts": 14,
  "revised_posts": 19,
  "screened_population": "Titles of 98 published local/unflagged records dated 2018–2022",
  "read_in_full": [
    "4809",
    "5111",
    "19864",
    "19868",
    "6446"
  ],
  "method": "Targeted purposive selection to test or qualify existing themes, not random sampling, exhaustive counterexample search or saturation analysis.",
  "qualifications": [
    "Goal-first account modified by coding as thinking",
    "Shared-learning account situated in pandemic disruption",
    "Access extends to governance and power",
    "Repair includes ownership and political economy",
    "AI critique precedes recent prominence; 2018 capability claims remain historically situated"
  ],
  "human_review": "Not independently human-coded; Codex source reading and literal excerpt verification."
}