{
  "schema_title": "Major Rescue Atlas / Substrate Education Simulator Schema v0.9.1",
  "schema_version": "0.9.1",
  "source_artifacts": [
    "Major_Rescue_Atlas_Substrate_Education_Master_Continuity_Packet_v0_9.txt",
    "Grok Super Heavy extraction pasted by user"
  ],
  "status": "runtime_schema_candidate_hardened",
  "claims_boundary": {
    "model_type": "pressure_backtrace",
    "not_prediction": true,
    "not_diagnosis": true,
    "not_blame_model": true,
    "not_anti_ai": true,
    "not_anti_college": true,
    "not_anti_non_college_path": true,
    "intended_use": "map pressure fields, compare repair paths, support bounded runtime construction and scenario analysis",
    "prohibited_use": [
      "individual diagnosis",
      "causal proof",
      "prediction",
      "blame assignment",
      "algorithmic decision-making without human accountability",
      "policy justification without human review"
    ],
    "interpretation_warning": "All outputs are scenario pressure maps, not statements about real individuals or groups. High-risk scores indicate repair-path urgency, not moral judgment."
  },
  "scoring": {
    "range": {
      "min": 0.0,
      "max": 1.0
    },
    "anchors": {
      "0.00": "absent",
      "0.25": "weak/background",
      "0.50": "moderate/visible",
      "0.75": "strong/active",
      "1.00": "severe/dominant"
    },
    "polarity_rules": {
      "OAM_PRESSURE": "subtract",
      "HIR_REPAIR": "add",
      "MULTIPLIER": "multiply",
      "OUTPUT": "computed",
      "STATE": "contextual"
    }
  },
  "thresholds": {
    "moderate_risk_threshold": 0.65,
    "severe_risk_threshold": 0.8,
    "insufficient_repair_threshold": 0.35,
    "active_repair_threshold": 0.7
  },
  "routing_categories": {
    "GREEN_STABLE": {
      "condition": "S >= 0.70 and no severe risk flag",
      "meaning": "Pressure is manageable and repair paths are active."
    },
    "YELLOW_WATCH": {
      "condition": "0.50 <= S < 0.70 or one moderate risk cluster",
      "meaning": "Moderate pressure; monitor and support repair."
    },
    "ORANGE_REPAIR_REQUIRED": {
      "condition": "0.30 <= S < 0.50 or multiple moderate risk clusters",
      "meaning": "Repair is required; multiple pressure points active."
    },
    "RED_HARD_REPAIR": {
      "condition": "S < 0.30 or any severe risk cluster combined with low repair availability",
      "meaning": "High urgency; hard repair needed."
    }
  },
  "variables": [
    {
      "id": "P_cost",
      "symbol": "P_cost",
      "display_name": "Cost",
      "category": "OAM_PRESSURE",
      "layer": "Education Access",
      "definition": "Education cost pressure including tuition, fees, living cost, and opportunity cost.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "AffordablePath_t",
        "Grants_t",
        "DebtTransparentPlanning_t"
      ],
      "notes": ""
    },
    {
      "id": "P_debt",
      "symbol": "P_debt",
      "display_name": "Debt",
      "category": "OAM_PRESSURE",
      "layer": "Education Access",
      "definition": "Delayed pressure from loans and debt drag.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "DebtTransparentPlanning_t",
        "AffordablePath_t"
      ],
      "notes": ""
    },
    {
      "id": "P_credential",
      "symbol": "P_credential",
      "display_name": "Credential",
      "category": "OAM_PRESSURE",
      "layer": "Credential Blindness",
      "definition": "Credential blindness or dismissal of capability because formal credential markers are missing.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "EOW_t",
        "PublicProvenance_t",
        "TC_t",
        "TL_t"
      ],
      "notes": ""
    },
    {
      "id": "P_access",
      "symbol": "P_access",
      "display_name": "Access",
      "category": "OAM_PRESSURE",
      "layer": "Education Access",
      "definition": "Access variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_attention",
      "symbol": "P_attention",
      "display_name": "Attention",
      "category": "OAM_PRESSURE",
      "layer": "Attention",
      "definition": "Short-form fragmentation, no-closure loops, hook-bait, and context loss.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "AttentionRepair_t",
        "LC_t",
        "ReflectionTime_t"
      ],
      "notes": ""
    },
    {
      "id": "P_sensational",
      "symbol": "P_sensational",
      "display_name": "Sensational",
      "category": "OAM_PRESSURE",
      "layer": "Attention Market",
      "definition": "Sensational variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_algorithm",
      "symbol": "P_algorithm",
      "display_name": "Algorithm",
      "category": "OAM_PRESSURE",
      "layer": "Platform Routing",
      "definition": "Algorithm variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_time",
      "symbol": "P_time",
      "display_name": "Time",
      "category": "OAM_PRESSURE",
      "layer": "Time Theft",
      "definition": "Time variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_AI",
      "symbol": "P_AI",
      "display_name": "AI Pressure",
      "category": "OAM_PRESSURE",
      "layer": "AI / Formation",
      "definition": "AI output replacing formation rather than supporting it.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "FormationPreservingAI_t",
        "ScaffoldDiscipline_t",
        "VerificationTraining_t"
      ],
      "notes": ""
    },
    {
      "id": "P_AI_crutch",
      "symbol": "P_AI-crutch",
      "display_name": "AI Crutch",
      "category": "RISK",
      "layer": "AI / Formation Debt",
      "definition": "AI dependency, formation debt, verification gap, or competence shock.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "VerificationTraining_t",
        "ScaffoldDiscipline_t",
        "HumanMentorship_t",
        "FormationSupport_t"
      ],
      "notes": ""
    },
    {
      "id": "P_institution",
      "symbol": "P_institution",
      "display_name": "Institution",
      "category": "OAM_PRESSURE",
      "layer": "Institutional",
      "definition": "Institution variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_civic",
      "symbol": "P_civic",
      "display_name": "Civic",
      "category": "OAM_PRESSURE",
      "layer": "Civic",
      "definition": "Civic variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_connection",
      "symbol": "P_connection",
      "display_name": "Connection",
      "category": "OAM_PRESSURE",
      "layer": "Belonging",
      "definition": "Connection variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_weightless",
      "symbol": "P_weightless",
      "display_name": "Weightless",
      "category": "OAM_PRESSURE",
      "layer": "Online Consequence",
      "definition": "Weightless variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_school",
      "symbol": "P_school",
      "display_name": "School",
      "category": "OAM_PRESSURE",
      "layer": "Early Education",
      "definition": "School variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_identity",
      "symbol": "P_identity",
      "display_name": "Identity",
      "category": "OAM_PRESSURE",
      "layer": "Identity Formation",
      "definition": "Identity variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_home",
      "symbol": "P_home",
      "display_name": "Home",
      "category": "OAM_PRESSURE",
      "layer": "Family",
      "definition": "Home variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_forced_gradient",
      "symbol": "P_forced-gradient",
      "display_name": "Forced Gradient",
      "category": "OAM_PRESSURE",
      "layer": "Forced Path",
      "definition": "Forced Gradient variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_home_fracture",
      "symbol": "P_home-fracture",
      "display_name": "Home Fracture",
      "category": "OAM_PRESSURE",
      "layer": "Family Fracture",
      "definition": "Home Fracture variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_civic_capture",
      "symbol": "P_civic-capture",
      "display_name": "Civic Capture",
      "category": "RISK",
      "layer": "Civic Capture",
      "definition": "Civic Capture variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_personal",
      "symbol": "P_personal",
      "display_name": "Personal",
      "category": "OAM_PRESSURE",
      "layer": "Individual Future Loss",
      "definition": "Personal variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_future_loss",
      "symbol": "P_future-loss",
      "display_name": "Future Loss",
      "category": "OAM_PRESSURE",
      "layer": "Individual Future Loss",
      "definition": "Future Loss variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_coping",
      "symbol": "P_coping",
      "display_name": "Coping",
      "category": "RISK",
      "layer": "False Closure",
      "definition": "Coping variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_societal_capture",
      "symbol": "P_societal-capture",
      "display_name": "Societal Capture",
      "category": "OAM_PRESSURE",
      "layer": "Permission / Belonging",
      "definition": "Societal Capture variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "BelongingWithoutCapture_t",
        "SafeDissent_t",
        "IdentityMobility_t"
      ],
      "notes": ""
    },
    {
      "id": "P_dogma",
      "symbol": "P_dogma",
      "display_name": "Dogma",
      "category": "OAM_PRESSURE",
      "layer": "Permission / Dogma",
      "definition": "Dogma variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "CuriositySafety_t",
        "QuestionPermission_t",
        "SafeDissent_t"
      ],
      "notes": ""
    },
    {
      "id": "P_belonging_loss",
      "symbol": "P_belonging-loss",
      "display_name": "Belonging Loss",
      "category": "OAM_PRESSURE",
      "layer": "Permission / Belonging",
      "definition": "Belonging Loss variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_self_censorship",
      "symbol": "P_self-censorship",
      "display_name": "Self Censorship",
      "category": "OAM_PRESSURE",
      "layer": "Permission / Identity",
      "definition": "Self Censorship variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "P_identity_lock",
      "symbol": "P_identity-lock",
      "display_name": "Identity Lock",
      "category": "OAM_PRESSURE",
      "layer": "Identity",
      "definition": "Identity Lock variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "PEI_t",
      "symbol": "PEI_t",
      "display_name": "Pei",
      "category": "OAM_PRESSURE",
      "layer": "Parent Education Inheritance",
      "definition": "Parent education pressure history transferred into the child’s education field.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "EducationHistoryVisibility_t",
        "PressureInheritanceAwareness_t",
        "NonProjectionSupport_t"
      ],
      "notes": ""
    },
    {
      "id": "P_college_only",
      "symbol": "P_college-only",
      "display_name": "College Only",
      "category": "OAM_PRESSURE",
      "layer": "Parent Education Inheritance",
      "definition": "Pressure that college is the only safe or successful path.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "ChoicePlurality_t",
        "FutureFitDialogue_t",
        "DebtTransparentPlanning_t"
      ],
      "notes": ""
    },
    {
      "id": "P_college_avoidance",
      "symbol": "P_college-avoidance",
      "display_name": "College Avoidance",
      "category": "OAM_PRESSURE",
      "layer": "Parent Education Inheritance",
      "definition": "Pressure that college is dangerous, excluding, a debt trap, or betrayal.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "EducationHistoryVisibility_t",
        "ChoicePlurality_t",
        "SafeDissent_t"
      ],
      "notes": ""
    },
    {
      "id": "PCE_t",
      "symbol": "PCE_t",
      "display_name": "Pce",
      "category": "OAM_PRESSURE",
      "layer": "Cognition Graduation",
      "definition": "Premature college expectation before cognition visibility or path resonance.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "CG_t",
        "PR_t",
        "FCA_t",
        "FutureFitDialogue_t"
      ],
      "notes": ""
    },
    {
      "id": "CFD_t",
      "symbol": "CFD_t",
      "display_name": "Cfd",
      "category": "STATE",
      "layer": "Cognition Graduation",
      "definition": "Choice fog density around a student's next path.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "IE_t",
        "CL_t",
        "DE_t",
        "MentorBridge_t"
      ],
      "notes": ""
    },
    {
      "id": "P_labeling",
      "symbol": "P_labeling",
      "display_name": "Labeling",
      "category": "OAM_PRESSURE",
      "layer": "Genius Recognition",
      "definition": "Labels that misread cognition or latent genius as failure, laziness, defiance, or lack of ability.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "ChildCognitionVisibility_t",
        "CL_t",
        "EOW_t",
        "MentorBridge_t"
      ],
      "notes": ""
    },
    {
      "id": "OA_t",
      "symbol": "OA_t",
      "display_name": "Oa",
      "category": "OAM_PRESSURE",
      "layer": "Agency",
      "definition": "Oa variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "ROA_t",
      "symbol": "ROA_t",
      "display_name": "Roa",
      "category": "OAM_PRESSURE",
      "layer": "Role Agency",
      "definition": "Roa variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CD_t",
      "symbol": "CD_t",
      "display_name": "Cd",
      "category": "STATE",
      "layer": "Closure",
      "definition": "Cd variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CP_t",
      "symbol": "CP_t",
      "display_name": "Cp",
      "category": "OAM_PRESSURE",
      "layer": "Craving",
      "definition": "Cp variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "TT_t",
      "symbol": "TT_t",
      "display_name": "Tt",
      "category": "OAM_PRESSURE",
      "layer": "Time Theft",
      "definition": "Tt variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "WC_t",
      "symbol": "WC_t",
      "display_name": "Wc",
      "category": "OAM_PRESSURE",
      "layer": "Online Consequence",
      "definition": "Wc variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "RF_loss_t",
      "symbol": "RF_loss_t",
      "display_name": "Rf Loss",
      "category": "OAM_PRESSURE",
      "layer": "Reality Friction Loss",
      "definition": "Rf Loss variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CTF_t",
      "symbol": "CTF_t",
      "display_name": "Ctf",
      "category": "OAM_PRESSURE",
      "layer": "Cognition Translation",
      "definition": "Ctf variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "IE_t",
        "ChildCognitionVisibility_t",
        "TeacherTime_t"
      ],
      "notes": ""
    },
    {
      "id": "IF_t",
      "symbol": "IF_t",
      "display_name": "If",
      "category": "OAM_PRESSURE",
      "layer": "Identity Formation",
      "definition": "If variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "IdentityMobility_t",
        "FutureImagination_t"
      ],
      "notes": ""
    },
    {
      "id": "FIL_t",
      "symbol": "FIL_t",
      "display_name": "Fil",
      "category": "OAM_PRESSURE",
      "layer": "Future Imagination",
      "definition": "Fil variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "HDB_t",
      "symbol": "HDB_t",
      "display_name": "Hdb",
      "category": "OUTPUT",
      "layer": "Human Dust Bowl",
      "definition": "Hdb variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FCI_t",
      "symbol": "FCI_t",
      "display_name": "Fci",
      "category": "OUTPUT",
      "layer": "False Closure",
      "definition": "Fci variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [
        "RepairCompletion_t",
        "AccountabilityWithRepair_t",
        "LC_t"
      ],
      "notes": ""
    },
    {
      "id": "AD_t",
      "symbol": "AD_t",
      "display_name": "Ad",
      "category": "OUTPUT",
      "layer": "Agency Drain",
      "definition": "Ad variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [
        "ReinternalizedAgency_t",
        "LC_t",
        "TrustedConnection_t"
      ],
      "notes": ""
    },
    {
      "id": "TIP_t",
      "symbol": "TIP_t",
      "display_name": "Tip",
      "category": "RISK",
      "layer": "Teacher Strain",
      "definition": "Tip variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "TeacherTime_t",
        "ParentLiteracy_t",
        "IE_t"
      ],
      "notes": ""
    },
    {
      "id": "CCL_t",
      "symbol": "CCL_t",
      "display_name": "Ccl",
      "category": "RISK",
      "layer": "Classroom Load",
      "definition": "Ccl variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "TeacherTime_t",
        "SupportStaff_t",
        "IE_t"
      ],
      "notes": ""
    },
    {
      "id": "AFF_t",
      "symbol": "AFF_t",
      "display_name": "Aff",
      "category": "OAM_PRESSURE",
      "layer": "AI Future Fear",
      "definition": "Aff variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "PEM_t",
      "symbol": "PEM_t",
      "display_name": "Pem",
      "category": "OAM_PRESSURE",
      "layer": "Parent Literacy",
      "definition": "Pem variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [
        "ParentLiteracy_t",
        "ActualLearningStateVisibility_t",
        "TeacherParentAlignment_t"
      ],
      "notes": ""
    },
    {
      "id": "PEL_deficit_t",
      "symbol": "PEL_deficit_t",
      "display_name": "Pel Deficit",
      "category": "OAM_PRESSURE",
      "layer": "Parent Literacy",
      "definition": "Pel Deficit variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "subtract",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "LC_t",
      "symbol": "LC_t",
      "display_name": "Lc",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Actual closure of a learning, repair, meaning, or agency loop.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "IE_t",
      "symbol": "IE_t",
      "display_name": "Ie",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Internal / Externalize: making hidden cognition visible without freezing identity.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "EOW_t",
      "symbol": "EOW_t",
      "display_name": "Eow",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Reviewable evidence of work, including artifacts, receipts, demonstrations, logs, or outputs.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "ID_t",
      "symbol": "ID_t",
      "display_name": "Id",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Id variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "TC_t",
      "symbol": "TC_t",
      "display_name": "Tc",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Tc variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "PF_t",
      "symbol": "PF_t",
      "display_name": "Pf",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Pf variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CareerBridge_t",
      "symbol": "CareerBridge_t",
      "display_name": "Careerbridge",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Careerbridge variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "Cascade_t",
      "symbol": "Cascade_t",
      "display_name": "Cascade",
      "category": "BRIDGE",
      "layer": "General / Cross-Layer",
      "definition": "Cascade variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "Reach_t",
      "symbol": "Reach_t",
      "display_name": "Reach",
      "category": "BRIDGE",
      "layer": "General / Cross-Layer",
      "definition": "Reach variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "TrustedConnection_t",
      "symbol": "TrustedConnection_t",
      "display_name": "Trustedconnection",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Trustedconnection variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "RF_t",
      "symbol": "RF_t",
      "display_name": "Rf",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Rf variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "Grit_t",
      "symbol": "Grit_t",
      "display_name": "Grit",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Grit variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "VerificationTraining_t",
      "symbol": "VerificationTraining_t",
      "display_name": "Verificationtraining",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Verificationtraining variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "HumanMentorship_t",
      "symbol": "HumanMentorship_t",
      "display_name": "Humanmentorship",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Humanmentorship variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "ScaffoldDiscipline_t",
      "symbol": "ScaffoldDiscipline_t",
      "display_name": "Scaffolddiscipline",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Scaffolddiscipline variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FormationPreservingAI_t",
      "symbol": "FormationPreservingAI_t",
      "display_name": "Formationpreservingai",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "AI that supports formation rather than replacing it.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FutureImagination_t",
      "symbol": "FutureImagination_t",
      "display_name": "Futureimagination",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Futureimagination variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FamilySupport_t",
      "symbol": "FamilySupport_t",
      "display_name": "Familysupport",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Familysupport variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "TeacherTime_t",
      "symbol": "TeacherTime_t",
      "display_name": "Teachertime",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Teachertime variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "PublicProvenance_t",
      "symbol": "PublicProvenance_t",
      "display_name": "Publicprovenance",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Publicprovenance variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "ParentLiteracy_t",
      "symbol": "ParentLiteracy_t",
      "display_name": "Parentliteracy",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Parent understanding of learning formation, cognition, AI risk, pressure, and loop closure.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "ActualLearningStateVisibility_t",
      "symbol": "ActualLearningStateVisibility_t",
      "display_name": "Actuallearningstatevisibility",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Actuallearningstatevisibility variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "ChildCognitionVisibility_t",
      "symbol": "ChildCognitionVisibility_t",
      "display_name": "Childcognitionvisibility",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Childcognitionvisibility variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CivicLiteracy_t",
      "symbol": "CivicLiteracy_t",
      "display_name": "Civicliteracy",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Civicliteracy variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "HouseholdSupport_t",
      "symbol": "HouseholdSupport_t",
      "display_name": "Householdsupport",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Householdsupport variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FuturePathVisibility_t",
      "symbol": "FuturePathVisibility_t",
      "display_name": "Futurepathvisibility",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Futurepathvisibility variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "SafeRepairPath_t",
      "symbol": "SafeRepairPath_t",
      "display_name": "Saferepairpath",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Saferepairpath variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "AccountabilityWithRepair_t",
      "symbol": "AccountabilityWithRepair_t",
      "display_name": "Accountabilitywithrepair",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Accountabilitywithrepair variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FormationSupport_t",
      "symbol": "FormationSupport_t",
      "display_name": "Formationsupport",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Formationsupport variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CuriositySafety_t",
      "symbol": "CuriositySafety_t",
      "display_name": "Curiositysafety",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Curiositysafety variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "QuestionPermission_t",
      "symbol": "QuestionPermission_t",
      "display_name": "Questionpermission",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Questionpermission variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "BelongingWithoutCapture_t",
      "symbol": "BelongingWithoutCapture_t",
      "display_name": "Belongingwithoutcapture",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Belongingwithoutcapture variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "IdentityMobility_t",
      "symbol": "IdentityMobility_t",
      "display_name": "Identitymobility",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Identitymobility variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "SafeDissent_t",
      "symbol": "SafeDissent_t",
      "display_name": "Safedissent",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Safedissent variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "EducationHistoryVisibility_t",
      "symbol": "EducationHistoryVisibility_t",
      "display_name": "Educationhistoryvisibility",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Parent visibility into how their own education story affects the child's path.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "PressureInheritanceAwareness_t",
      "symbol": "PressureInheritanceAwareness_t",
      "display_name": "Pressureinheritanceawareness",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Recognition of inherited fear, shame, debt memory, status pressure, or credential wounds before projection.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FutureFitDialogue_t",
      "symbol": "FutureFitDialogue_t",
      "display_name": "Futurefitdialogue",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Honest parent/student dialogue about fit, cost, cognition, desire, ability, dignity, and path.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "ChoicePlurality_t",
      "symbol": "ChoicePlurality_t",
      "display_name": "Choiceplurality",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Multiple valid post-school paths can be compared without shame.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "DebtTransparentPlanning_t",
      "symbol": "DebtTransparentPlanning_t",
      "display_name": "Debttransparentplanning",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Debttransparentplanning variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "NonProjectionSupport_t",
      "symbol": "NonProjectionSupport_t",
      "display_name": "Nonprojectionsupport",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Nonprojectionsupport variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CG_t",
      "symbol": "CG_t",
      "display_name": "Cg",
      "category": "OUTPUT",
      "layer": "General / Cross-Layer",
      "definition": "Cognition Graduation: the degree to which a student exits high school understanding their own cognition.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "CL_t",
      "symbol": "CL_t",
      "display_name": "Cl",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Cognition Literacy: understanding how one's mind learns, maps, creates, repairs, and responds under pressure.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "PR_t",
      "symbol": "PR_t",
      "display_name": "Pr",
      "category": "BRIDGE",
      "layer": "General / Cross-Layer",
      "definition": "Path Resonance: fit between cognition, values, capacity, curiosity, and next path.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "DR_t",
      "symbol": "DR_t",
      "display_name": "Dr",
      "category": "BRIDGE",
      "layer": "General / Cross-Layer",
      "definition": "Domain Resonance: fit between cognition and a field, problem, craft, medium, role, or mission.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "DE_t",
      "symbol": "DE_t",
      "display_name": "De",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Domain Exposure: breadth and quality of exposure to possible fields, crafts, roles, problems, and futures.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "FCA_t",
      "symbol": "FCA_t",
      "display_name": "Fca",
      "category": "OUTPUT",
      "layer": "General / Cross-Layer",
      "definition": "Future Choice Agency: ability to choose a path because the student understands self and options.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "GR_t",
      "symbol": "GR_t",
      "display_name": "Gr",
      "category": "OUTPUT",
      "layer": "General / Cross-Layer",
      "definition": "Genius Recognition: system capacity to identify nonstandard or under-translated genius.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "TL_t",
      "symbol": "TL_t",
      "display_name": "Tl",
      "category": "BRIDGE",
      "layer": "General / Cross-Layer",
      "definition": "Talent Legibility: the degree to which ability becomes visible to reviewers, mentors, institutions, employers, or the public.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "LG_t",
      "symbol": "LG_t",
      "display_name": "Lg",
      "category": "STATE",
      "layer": "General / Cross-Layer",
      "definition": "Latent Genius: high potential not yet matched to field, language, recognition, proof path, or resonance.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "contextual",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "MentorBridge_t",
      "symbol": "MentorBridge_t",
      "display_name": "Mentorbridge",
      "category": "HIR_REPAIR",
      "layer": "General / Cross-Layer",
      "definition": "Mentorbridge variable from the v0.9 Substrate Education model.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "add",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "G_visibility",
      "symbol": "G_visibility",
      "display_name": "G Visibility",
      "category": "OUTPUT",
      "layer": "General / Cross-Layer",
      "definition": "Computed visibility of genius after cognition literacy, exposure, resonance, and evidence overcome blindness and labeling.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    },
    {
      "id": "G_recovery",
      "symbol": "G_recovery",
      "display_name": "G Recovery",
      "category": "OUTPUT",
      "layer": "General / Cross-Layer",
      "definition": "Computed recovery path for latent genius through literacy, exposure, resonance, mentorship, evidence, and provenance.",
      "range": {
        "min": 0.0,
        "max": 1.0
      },
      "default": 0.0,
      "polarity": "computed",
      "related_variables": [],
      "counter_variables": [],
      "notes": ""
    }
  ],
  "equations": [
    {
      "id": "S_future",
      "display_name": "Future Formation",
      "formula_string": "A_t*B_t - sum(OAM_PRESSURES) + sum(HIR_REPAIRS)",
      "runtime_formula": "clamp01(A_t * B_t - sum(selected_oam_pressure_values) + sum(selected_hir_repair_values))",
      "inputs": [
        "A_t",
        "B_t",
        "P_cost",
        "P_debt",
        "P_credential",
        "P_access",
        "P_attention",
        "P_sensational",
        "P_algorithm",
        "P_time",
        "P_AI",
        "P_AI_crutch",
        "P_institution",
        "P_civic",
        "P_connection",
        "P_weightless",
        "P_school",
        "P_identity",
        "P_home",
        "P_forced_gradient",
        "P_home_fracture",
        "P_civic_capture",
        "P_personal",
        "P_future_loss",
        "P_coping",
        "P_societal_capture",
        "P_dogma",
        "P_belonging_loss",
        "P_self_censorship",
        "P_identity_lock",
        "PEI_t",
        "P_college_only",
        "P_college_avoidance",
        "PCE_t",
        "CFD_t",
        "P_labeling",
        "OA_t",
        "ROA_t",
        "CD_t",
        "CP_t",
        "TT_t",
        "WC_t",
        "RF_loss_t",
        "CTF_t",
        "IF_t",
        "FIL_t",
        "HDB_t",
        "FCI_t",
        "AD_t",
        "TIP_t",
        "CCL_t",
        "AFF_t",
        "PEM_t",
        "PEL_deficit_t",
        "LC_t",
        "IE_t",
        "EOW_t",
        "ID_t",
        "TC_t",
        "PF_t",
        "CareerBridge_t",
        "Cascade_t",
        "Reach_t",
        "TrustedConnection_t",
        "RF_t",
        "Grit_t",
        "VerificationTraining_t",
        "HumanMentorship_t",
        "ScaffoldDiscipline_t",
        "FormationPreservingAI_t",
        "FutureImagination_t",
        "FamilySupport_t",
        "TeacherTime_t",
        "PublicProvenance_t",
        "ParentLiteracy_t",
        "ActualLearningStateVisibility_t",
        "ChildCognitionVisibility_t",
        "CivicLiteracy_t",
        "HouseholdSupport_t",
        "FuturePathVisibility_t",
        "SafeRepairPath_t",
        "AccountabilityWithRepair_t",
        "FormationSupport_t",
        "CuriositySafety_t",
        "QuestionPermission_t",
        "BelongingWithoutCapture_t",
        "IdentityMobility_t",
        "SafeDissent_t",
        "EducationHistoryVisibility_t",
        "PressureInheritanceAwareness_t",
        "FutureFitDialogue_t",
        "ChoicePlurality_t",
        "DebtTransparentPlanning_t",
        "NonProjectionSupport_t",
        "CG_t",
        "CL_t",
        "PR_t",
        "DR_t",
        "DE_t",
        "FCA_t",
        "GR_t",
        "TL_t",
        "MentorBridge_t"
      ],
      "positive_terms": [
        "LC_t",
        "IE_t",
        "EOW_t",
        "ID_t",
        "TC_t",
        "PF_t",
        "CareerBridge_t",
        "Cascade_t",
        "Reach_t",
        "TrustedConnection_t",
        "RF_t",
        "Grit_t",
        "VerificationTraining_t",
        "HumanMentorship_t",
        "ScaffoldDiscipline_t",
        "FormationPreservingAI_t",
        "FutureImagination_t",
        "FamilySupport_t",
        "TeacherTime_t",
        "PublicProvenance_t",
        "ParentLiteracy_t",
        "ActualLearningStateVisibility_t",
        "ChildCognitionVisibility_t",
        "CivicLiteracy_t",
        "HouseholdSupport_t",
        "FuturePathVisibility_t",
        "SafeRepairPath_t",
        "AccountabilityWithRepair_t",
        "FormationSupport_t",
        "CuriositySafety_t",
        "QuestionPermission_t",
        "BelongingWithoutCapture_t",
        "IdentityMobility_t",
        "SafeDissent_t",
        "EducationHistoryVisibility_t",
        "PressureInheritanceAwareness_t",
        "FutureFitDialogue_t",
        "ChoicePlurality_t",
        "DebtTransparentPlanning_t",
        "NonProjectionSupport_t",
        "CG_t",
        "CL_t",
        "PR_t",
        "DR_t",
        "DE_t",
        "FCA_t",
        "GR_t",
        "TL_t",
        "MentorBridge_t"
      ],
      "negative_terms": [
        "P_cost",
        "P_debt",
        "P_credential",
        "P_access",
        "P_attention",
        "P_sensational",
        "P_algorithm",
        "P_time",
        "P_AI",
        "P_AI_crutch",
        "P_institution",
        "P_civic",
        "P_connection",
        "P_weightless",
        "P_school",
        "P_identity",
        "P_home",
        "P_forced_gradient",
        "P_home_fracture",
        "P_civic_capture",
        "P_personal",
        "P_future_loss",
        "P_coping",
        "P_societal_capture",
        "P_dogma",
        "P_belonging_loss",
        "P_self_censorship",
        "P_identity_lock",
        "PEI_t",
        "P_college_only",
        "P_college_avoidance",
        "PCE_t",
        "CFD_t",
        "P_labeling",
        "OA_t",
        "ROA_t",
        "CD_t",
        "CP_t",
        "TT_t",
        "WC_t",
        "RF_loss_t",
        "CTF_t",
        "IF_t",
        "FIL_t",
        "TIP_t",
        "CCL_t",
        "AFF_t",
        "PEM_t",
        "PEL_deficit_t"
      ],
      "multipliers": [],
      "outputs": [
        "S_future"
      ],
      "normalization": "clamp_0_1",
      "notes": "Overall future formation/civic capacity under education pressure."
    },
    {
      "id": "S_path",
      "display_name": "Student Path Stability",
      "formula_string": "CG_t * PR_t * FCA_t - PCE_t - CFD_t",
      "runtime_formula": "clamp01(CG_t * PR_t * FCA_t - PCE_t - CFD_t)",
      "inputs": [
        "CG_t",
        "PR_t",
        "FCA_t",
        "PCE_t",
        "CFD_t"
      ],
      "positive_terms": [
        "CG_t",
        "PR_t",
        "FCA_t"
      ],
      "negative_terms": [
        "PCE_t",
        "CFD_t"
      ],
      "multipliers": [
        "CG_t",
        "PR_t",
        "FCA_t"
      ],
      "outputs": [
        "S_path"
      ],
      "normalization": "clamp_0_1",
      "notes": "Student path stability and agency."
    },
    {
      "id": "G_visibility",
      "display_name": "Genius Visibility",
      "formula_string": "CL_t * DE_t * DR_t * EOW_t - (P_credential + P_labeling + CTF_t + IF_t)",
      "runtime_formula": "clamp01(CL_t * DE_t * DR_t * EOW_t - (P_credential + P_labeling + CTF_t + IF_t))",
      "inputs": [
        "CL_t",
        "DE_t",
        "DR_t",
        "EOW_t",
        "P_credential",
        "P_labeling",
        "CTF_t",
        "IF_t"
      ],
      "positive_terms": [
        "CL_t",
        "DE_t",
        "DR_t",
        "EOW_t"
      ],
      "negative_terms": [
        "P_credential",
        "P_labeling",
        "CTF_t",
        "IF_t"
      ],
      "multipliers": [
        "CL_t",
        "DE_t",
        "DR_t",
        "EOW_t"
      ],
      "outputs": [
        "G_visibility"
      ],
      "normalization": "clamp_0_1",
      "notes": "Visibility of genius after literacy/exposure/resonance/evidence overcome blindness/labeling."
    },
    {
      "id": "G_recovery",
      "display_name": "Latent Genius Recovery",
      "formula_string": "CL_t * DE_t * DR_t * MentorBridge_t * EOW_t * PublicProvenance_t - (P_labeling + P_credential + P_time + P_attention + P_societal-capture + P_dogma)",
      "runtime_formula": "clamp01(CL_t * DE_t * DR_t * MentorBridge_t * EOW_t * PublicProvenance_t - (P_labeling + P_credential + P_time + P_attention + P_societal_capture + P_dogma))",
      "inputs": [
        "CL_t",
        "DE_t",
        "DR_t",
        "MentorBridge_t",
        "EOW_t",
        "PublicProvenance_t",
        "P_labeling",
        "P_credential",
        "P_time",
        "P_attention",
        "P_societal-capture",
        "P_dogma"
      ],
      "positive_terms": [
        "CL_t",
        "DE_t",
        "DR_t",
        "MentorBridge_t",
        "EOW_t",
        "PublicProvenance_t"
      ],
      "negative_terms": [
        "P_labeling",
        "P_credential",
        "P_time",
        "P_attention",
        "P_societal-capture",
        "P_dogma"
      ],
      "multipliers": [
        "CL_t",
        "DE_t",
        "DR_t",
        "MentorBridge_t",
        "EOW_t",
        "PublicProvenance_t"
      ],
      "outputs": [
        "G_recovery"
      ],
      "normalization": "clamp_0_1",
      "notes": "Recovery of latent genius through literacy, exposure, resonance, mentorship, evidence, and provenance."
    },
    {
      "id": "S_parent_alignment",
      "display_name": "Parent Alignment",
      "formula_string": "A_t*B_t - (PEM_t + PEL_deficit_t + PEI_t + P_college-only + P_college-avoidance + P_time + P_debt + P_home-fracture + P_societal-capture + P_dogma) + (ParentLiteracy_t + EducationHistoryVisibility_t + PressureInheritanceAwareness_t + ChildCognitionVisibility_t + FutureFitDialogue_t + ChoicePlurality_t + DebtTransparentPlanning_t + NonProjectionSupport_t)",
      "runtime_formula": "clamp01(A_t*B_t - sum(parent_alignment_pressures) + sum(parent_alignment_repairs))",
      "inputs": [
        "A_t",
        "B_t",
        "PEM_t",
        "PEL_deficit_t",
        "PEI_t",
        "P_college-only",
        "P_college-avoidance",
        "P_time",
        "P_debt",
        "P_home-fracture",
        "P_societal-capture",
        "P_dogma",
        "ParentLiteracy_t",
        "EducationHistoryVisibility_t",
        "PressureInheritanceAwareness_t",
        "ChildCognitionVisibility_t",
        "FutureFitDialogue_t",
        "ChoicePlurality_t",
        "DebtTransparentPlanning_t",
        "NonProjectionSupport_t"
      ],
      "positive_terms": [
        "ParentLiteracy_t",
        "EducationHistoryVisibility_t",
        "PressureInheritanceAwareness_t",
        "ChildCognitionVisibility_t",
        "FutureFitDialogue_t",
        "ChoicePlurality_t",
        "DebtTransparentPlanning_t",
        "NonProjectionSupport_t"
      ],
      "negative_terms": [
        "PEM_t",
        "PEL_deficit_t",
        "PEI_t",
        "P_college-only",
        "P_college-avoidance",
        "P_time",
        "P_debt",
        "P_home-fracture",
        "P_societal-capture",
        "P_dogma"
      ],
      "multipliers": [],
      "outputs": [
        "S_parent_alignment"
      ],
      "normalization": "clamp_0_1",
      "notes": "Parent/child education-path alignment under inherited pressure."
    },
    {
      "id": "AD_t",
      "display_name": "Agency Drain",
      "formula_string": "OA_t + FCI_t + CD_t",
      "runtime_formula": "clamp01(OA_t + FCI_t + CD_t)",
      "inputs": [
        "OA_t",
        "FCI_t",
        "CD_t"
      ],
      "positive_terms": [],
      "negative_terms": [
        "OA_t",
        "FCI_t",
        "CD_t"
      ],
      "multipliers": [],
      "outputs": [
        "AD_t"
      ],
      "normalization": "clamp_0_1",
      "notes": "Agency drain output metric."
    },
    {
      "id": "CCL_t",
      "display_name": "Classroom Cognition Load",
      "formula_string": "StudentCount * CognitionVariance * TraumaLoad * AttentionFragmentation",
      "runtime_formula": "clamp01(StudentCount * CognitionVariance * TraumaLoad * AttentionFragmentation)",
      "inputs": [
        "StudentCount",
        "CognitionVariance",
        "TraumaLoad",
        "AttentionFragmentation"
      ],
      "positive_terms": [],
      "negative_terms": [
        "StudentCount",
        "CognitionVariance",
        "TraumaLoad",
        "AttentionFragmentation"
      ],
      "multipliers": [
        "StudentCount",
        "CognitionVariance",
        "TraumaLoad",
        "AttentionFragmentation"
      ],
      "outputs": [
        "CCL_t"
      ],
      "normalization": "clamp_0_1",
      "notes": "Classroom compression load."
    }
  ],
  "output_metrics": [
    {
      "id": "S_future",
      "symbol": "S_future",
      "definition": "Overall future formation / civic capacity under education pressure.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s future as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "S_person",
      "symbol": "S_person",
      "definition": "Individual formation stability under pressure.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s person as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "S_child",
      "symbol": "S_child",
      "definition": "Child formation stability.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s child as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "S_school",
      "symbol": "S_school",
      "definition": "School formation environment stability.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s school as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "S_teacher",
      "symbol": "S_teacher",
      "definition": "Teacher stability under classroom/system pressure.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s teacher as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "S_major",
      "symbol": "S_major",
      "definition": "Major/discipline revival stability.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s major as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "S_parent_alignment",
      "symbol": "S_parent_alignment",
      "definition": "Parent/child education-path alignment under inherited pressure.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s parent alignment as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "S_path",
      "symbol": "S_path",
      "definition": "Student path stability and agency.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows s path as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "FutureCapacity_t",
      "symbol": "FutureCapacity_t",
      "definition": "Society’s ability to develop hidden talent and future builders.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows futurecapacity as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "TalentCapture_t",
      "symbol": "TalentCapture_t",
      "definition": "Ability to recognize and develop capability regardless of path.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows talentcapture as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "FormationDebt_t",
      "symbol": "FormationDebt_t",
      "definition": "Gap between apparent completion and internalized competence.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows formationdebt as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "CaptureRisk_t",
      "symbol": "CaptureRisk_t",
      "definition": "Susceptibility to manipulation/capture.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows capturerisk as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "HDB_t",
      "symbol": "HDB_t",
      "definition": "Human Dust Bowl pressure.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows hdb as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "AD_t",
      "symbol": "AD_t",
      "definition": "Agency drain.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows ad as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "FCI_t",
      "symbol": "FCI_t",
      "definition": "False closure index.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows fci as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "G_visibility",
      "symbol": "G_visibility",
      "definition": "Genius visibility.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows g visibility as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "G_recovery",
      "symbol": "G_recovery",
      "definition": "Latent genius recovery path.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows g recovery as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "ChoicePluralityIndex_t",
      "symbol": "ChoicePluralityIndex_t",
      "definition": "Multiple valid paths without shame.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows choicepluralityindex as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "PathResonanceIndex_t",
      "symbol": "PathResonanceIndex_t",
      "definition": "Felt fit between cognition and next path.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows pathresonanceindex as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "CognitionGraduationIndex_t",
      "symbol": "CognitionGraduationIndex_t",
      "definition": "Graduation includes cognition literacy.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows cognitiongraduationindex as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "TalentBurialRisk_t",
      "symbol": "TalentBurialRisk_t",
      "definition": "Risk that latent genius remains unseen or mislabeled.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows talentburialrisk as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "CuriositySafetyIndex_t",
      "symbol": "CuriositySafetyIndex_t",
      "definition": "Safety of inquiry under belonging pressure.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows curiositysafetyindex as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "TeacherPressureLoad_t",
      "symbol": "TeacherPressureLoad_t",
      "definition": "Effective teacher overload.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows teacherpressureload as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    },
    {
      "id": "ParentAlignment_t",
      "symbol": "ParentAlignment_t",
      "definition": "Parent/teacher/student expectation alignment.",
      "input_variables": [],
      "interpretation": "Higher values indicate stronger pressure-map signal for this metric unless explicitly categorized as a repair metric.",
      "safe_language": "This scenario shows parentalignment as a pressure-map output.",
      "unsafe_interpretation_to_avoid": "Do not interpret this as diagnosis, prediction, moral judgment, or deterministic claim."
    }
  ],
  "scenario_presets": [
    {
      "id": "credential_blind_talent_loss",
      "display_name": "Credential-Blind Talent Loss",
      "description": "High cost/credential pressure hides non-traditional talent.",
      "high_variables": [
        "P_cost",
        "P_credential",
        "P_access",
        "P_time"
      ],
      "low_variables": [
        "EOW_t",
        "PublicProvenance_t",
        "TC_t"
      ],
      "expected_risks": [
        "TalentBurialRisk_t"
      ],
      "hir_repairs": [
        "EOW_t",
        "PublicProvenance_t",
        "TC_t"
      ],
      "output_metrics_to_watch": [
        "TalentCapture_t",
        "FutureCapacity_t"
      ],
      "safe_interpretation": "This scenario shows higher talent burial risk due to credential blindness."
    },
    {
      "id": "ai_crutch_formation_debt",
      "display_name": "AI-Crutch Formation Debt",
      "description": "AI used as crutch creates passed-but-unformed states.",
      "high_variables": [
        "P_AI",
        "P_AI_crutch"
      ],
      "low_variables": [
        "VerificationTraining_t",
        "ScaffoldDiscipline_t",
        "HumanMentorship_t",
        "RF_t"
      ],
      "expected_risks": [
        "FormationDebt_t"
      ],
      "hir_repairs": [
        "VerificationTraining_t",
        "ScaffoldDiscipline_t",
        "HumanMentorship_t"
      ],
      "output_metrics_to_watch": [
        "FormationDebt_t"
      ],
      "safe_interpretation": "This scenario shows higher formation debt risk."
    },
    {
      "id": "teacher_pressure_chamber",
      "display_name": "Teacher Pressure Chamber",
      "description": "High teacher overload turns classroom into compression field.",
      "high_variables": [
        "TIP_t",
        "CCL_t",
        "PEM_t",
        "P_attention",
        "P_AI",
        "P_institution"
      ],
      "low_variables": [
        "TeacherTime_t",
        "ParentLiteracy_t",
        "IE_t"
      ],
      "expected_risks": [
        "TeacherPressureLoad_t"
      ],
      "hir_repairs": [
        "IE_t",
        "TeacherTime_t",
        "ParentLiteracy_t"
      ],
      "output_metrics_to_watch": [
        "S_school",
        "S_teacher"
      ],
      "safe_interpretation": "This scenario shows higher teacher pressure load."
    },
    {
      "id": "parent_projection_college_survival",
      "display_name": "Parent Projection / College-as-Survival",
      "description": "Parent fear drives premature college pressure.",
      "high_variables": [
        "PEI_t",
        "P_college_only",
        "PCE_t"
      ],
      "low_variables": [
        "EducationHistoryVisibility_t",
        "FutureFitDialogue_t",
        "ChoicePlurality_t",
        "CG_t",
        "PR_t"
      ],
      "expected_risks": [
        "S_path",
        "S_parent_alignment"
      ],
      "hir_repairs": [
        "EducationHistoryVisibility_t",
        "FutureFitDialogue_t",
        "ChoicePlurality_t"
      ],
      "output_metrics_to_watch": [
        "S_parent_alignment",
        "S_path"
      ],
      "safe_interpretation": "This scenario shows higher inherited college-as-survival pressure."
    },
    {
      "id": "parent_wound_college_threat",
      "display_name": "Parent Wound / College-as-Threat",
      "description": "Parent wound discourages college or exploration.",
      "high_variables": [
        "PEI_t",
        "P_college_avoidance"
      ],
      "low_variables": [
        "ChoicePlurality_t",
        "DebtTransparentPlanning_t",
        "SafeDissent_t",
        "FutureFitDialogue_t"
      ],
      "expected_risks": [
        "S_path"
      ],
      "hir_repairs": [
        "EducationHistoryVisibility_t",
        "ChoicePlurality_t",
        "SafeDissent_t"
      ],
      "output_metrics_to_watch": [
        "S_parent_alignment",
        "S_path"
      ],
      "safe_interpretation": "This scenario shows higher inherited college-as-threat pressure."
    },
    {
      "id": "latent_genius_burial",
      "display_name": "Latent Genius Burial",
      "description": "High-potential cognition is misread as failure.",
      "high_variables": [
        "LG_t",
        "P_labeling",
        "P_credential",
        "CTF_t",
        "IF_t"
      ],
      "low_variables": [
        "CL_t",
        "DE_t",
        "DR_t",
        "EOW_t",
        "MentorBridge_t",
        "TL_t"
      ],
      "expected_risks": [
        "TalentBurialRisk_t"
      ],
      "hir_repairs": [
        "CL_t",
        "DE_t",
        "DR_t",
        "EOW_t",
        "MentorBridge_t"
      ],
      "output_metrics_to_watch": [
        "G_visibility",
        "TalentBurialRisk_t"
      ],
      "safe_interpretation": "This scenario shows higher latent genius burial risk."
    },
    {
      "id": "genius_recognition_recovery",
      "display_name": "Genius Recognition / Recovery",
      "description": "Hidden talent becomes legible and routable.",
      "high_variables": [
        "CL_t",
        "DE_t",
        "DR_t",
        "EOW_t",
        "MentorBridge_t",
        "PublicProvenance_t"
      ],
      "low_variables": [
        "P_labeling",
        "P_credential",
        "P_time",
        "P_attention",
        "P_societal_capture",
        "P_dogma"
      ],
      "expected_risks": [],
      "hir_repairs": [
        "CL_t",
        "DE_t",
        "DR_t",
        "EOW_t",
        "MentorBridge_t"
      ],
      "output_metrics_to_watch": [
        "G_visibility",
        "G_recovery"
      ],
      "safe_interpretation": "This scenario shows higher genius recognition and recovery potential."
    }
  ],
  "couplings": [
    {
      "source": "P_cost",
      "effect": "increases",
      "targets": [
        "P_time",
        "P_debt",
        "P_access",
        "P_forced_gradient",
        "P_home_fracture"
      ],
      "condition": "always",
      "notes": "Cost cascades into time, debt, access, forced paths, and home strain."
    },
    {
      "source": "P_attention",
      "effect": "increases",
      "targets": [
        "CD_t",
        "CP_t",
        "OA_t",
        "CTF_t",
        "CCL_t"
      ],
      "condition": "always",
      "notes": "Attention fragmentation raises closure deficit, craving, outsourced agency, and classroom load."
    },
    {
      "source": "P_AI_crutch",
      "effect": "increases",
      "targets": [
        "FormationDebt_t",
        "VerificationGap_t",
        "CompetenceShock_t",
        "FR_i"
      ],
      "condition": "always",
      "notes": "AI crutch raises formation debt and replacement risk."
    },
    {
      "source": "P_credential",
      "effect": "increases",
      "targets": [
        "TalentMisrecognition",
        "InputNarrowing",
        "TalentBurialRisk_t"
      ],
      "condition": "always",
      "notes": "Credential blindness hides talent."
    },
    {
      "source": "PEI_t",
      "effect": "increases",
      "targets": [
        "PCE_t",
        "P_college_only",
        "P_college_avoidance",
        "PEM_t"
      ],
      "condition": "when parent carries unprocessed education history",
      "notes": "Inherited pressure transfers to child path choice."
    },
    {
      "source": "CG_t",
      "effect": "reduces",
      "targets": [
        "CFD_t",
        "PCE_t",
        "CTF_t",
        "P_labeling"
      ],
      "condition": "always",
      "notes": "Cognition graduation reduces choice fog and mislabeling."
    },
    {
      "source": "CL_t",
      "effect": "reduces",
      "targets": [
        "CFD_t",
        "PCE_t",
        "CTF_t",
        "P_labeling"
      ],
      "condition": "always",
      "notes": "Cognition literacy improves path clarity and reduces mislabeling."
    },
    {
      "source": "DE_t",
      "effect": "increases",
      "targets": [
        "PR_t",
        "DR_t",
        "G_visibility",
        "FCA_t"
      ],
      "condition": "always",
      "notes": "Domain exposure enables resonance and genius visibility."
    },
    {
      "source": "EOW_t",
      "effect": "increases",
      "targets": [
        "TL_t",
        "GR_t",
        "TC_t",
        "G_visibility"
      ],
      "condition": "always",
      "notes": "Evidence of work improves talent legibility."
    },
    {
      "source": "ChoicePlurality_t",
      "effect": "reduces",
      "targets": [
        "P_college_only",
        "P_college_avoidance",
        "P_forced_gradient",
        "P_societal_capture"
      ],
      "condition": "always",
      "notes": "Choice plurality reduces forced and capture pressures."
    },
    {
      "source": "FormationPreservingAI_t",
      "effect": "reduces",
      "targets": [
        "P_AI_crutch",
        "FormationDebt_t",
        "OutputReplacementRisk"
      ],
      "condition": "always",
      "notes": "Formation-preserving AI reduces crutch risk."
    },
    {
      "source": "VerificationTraining_t",
      "effect": "reduces",
      "targets": [
        "P_AI_crutch",
        "FormationDebt_t"
      ],
      "condition": "always",
      "notes": "Verification training reduces AI-crutch formation debt."
    }
  ],
  "implementation_notes": [
    "Runtime IDs are normalized to avoid hyphen parsing issues; original symbols are preserved in the symbol field.",
    "Formula strings preserve display math; runtime_formula fields indicate implementation-safe computation patterns.",
    "This schema is a simulator scaffold, not empirical validation.",
    "All scores are scenario values, not claims about individuals."
  ]
}