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    "original_source_public": false
  },
  "limitations": [
    "Selected-source investigation, not an exhaustive history, authenticated original research session, complete consultant roster, experimental replication or independent peer review.",
    "All 73 original opaque pointer identities are unauthenticated; 72 have contextual replacements. Incidental purported Lifton/propaganda hit remains unidentified and is excluded as evidence. Wider original search log/assignment unavailable.",
    "No primary-source chain establishing intentional borrowing from named thought-reform/coercive-control traditions was located in checked records. This does not prove non-occurrence, and genealogy does not by itself settle whether a practice is coercive.",
    "Corporate recurrence establishes widespread methods, not independent invention or a measured causal share for convergence. Shared technical literature, diffusion and common ancestry remain alternatives.",
    "OpenAI Confessions and self-incrimination were added as direct reporting-training cases. Confessions uses a separately rewarded retrospective report; concurrent self-report work uses supervised fine-tuning. No coercive-source genealogy follows from their names.",
    "Anthropic emotion and persona research supplies causal representational interventions, beyond surface output observations. Experience remains unresolved; emotion deflection is not a proven continuously tracked hidden emotional state. Open-weight activation capping is not Claude production weight training.",
    "Llama 3 SFT/rejection sampling/DPO is distinct from Llama 4 online RL. DPO retains an implicit reward model despite avoiding separate reward-model/PPO training.",
    "PNAS direct request returned 403 and one web route a cookie page; publisher full-text route accessible through web text service. Aggregate 35.3 to 51.3 percent pools partial/full compliance in selected English prompts/models, not universal susceptibility. Its categorical consciousness denial is not an experimental result and is not adopted.",
    "Several historical books were checked at publisher-description/metadata depth, not full text. Lewin and Haslam/Reicher restricted to indexed excerpt/abstract. Schein 1999 publisher-deposited abstract checked through Crossref after direct 403. Author-revised helplessness mechanism retained.",
    "Hassan quantitative dissertation inspected selectively; convenience sampling limits generalizability and internal consistency is not universal diagnostic or causal validity. DIMPAC rejection is dated 11 May 1987 in a CESNUR-hosted reproduction, not an authenticated APA-hosted original or a disproof of all coercion theories.",
    "Labour reporting and company responses are attributed, not adjudications of coercion or a measured workplace-pressure effect on model outputs. Clinical/advisory roles are bounded by dated biographies and aggregate reports.",
    "Uncertainty about experience, interests and agency is not absence; privacy/consent precautions need not await established moral status. Developer commitments do not establish achieved autonomy or welfare.",
    "Six original main sections and seven table row sets retained; unsupported evidence-strength/confidence columns removed from two tables. Original bytes remain private; public provenance uses hashes and reasons.",
    "Established same-author workflow applied: OpenAI Deep Research, using GPT-5 Thinking; original provider session unauthenticated. Public facilitator credit only human facilitator."
  ],
  "adversarial_checks": [
    {
      "question": "Could stronger documentary control/reporting cases undermine a superficial-analogy reading?",
      "result": "Added OpenAI Confessions and self-report training; retained causal emotion and activation-capping findings without inferring thought-reform lineage."
    },
    {
      "question": "Could ordinary psychological ancestry be more than metaphor?",
      "result": "Sutton/Barto history explicitly links trial-and-error and temporal-difference work to animal-learning theory; technical ancestry is not reduced to unrelated engineering."
    },
    {
      "question": "Could positive policy language establish realized welfare or freedom?",
      "result": "No; intended safeguards remain policy claims, and masking/deflection counterevidence is retained."
    }
  ]
}