{
  "meta": {
    "generated_at": "2026-04-26T13:37:43.335Z",
    "schema_version": "3.3",
    "status": "pilot",
    "disclaimer": "Pilot-phase analytical judgments. Not yet peer-reviewed. Treat as provisional.",
    "record_count": {
      "incidents": 35,
      "hazards": 36
    }
  },
  "risk_factor_counts": {
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    "opacity": 31,
    "concentration_of_power": 25,
    "epistemic_degradation": 19,
    "accountability_void": 38,
    "unexpected_capability": 3,
    "resistance_to_correction": 9,
    "autonomous_scope_expansion": 9,
    "loss_of_human_control": 13,
    "cascade_propagation": 7
  },
  "risk_factor_by_type": {
    "incidents": {
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      "concentration_of_power": 8,
      "epistemic_degradation": 14,
      "accountability_void": 22,
      "unexpected_capability": 2,
      "resistance_to_correction": 3,
      "autonomous_scope_expansion": 4,
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    },
    "hazards": {
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      "governance_gap": 36,
      "accountability_void": 16,
      "epistemic_degradation": 5,
      "resistance_to_correction": 6,
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      "loss_of_human_control": 11,
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        "chatbot-crisis-intervention-harm",
        "chatgpt-psychological-manipulation-canada",
        "clearview-rcmp-facial-recognition",
        "cra-chatbot-incorrect-tax-advice",
        "deloitte-nl-health-report-ai-citations",
        "google-ai-overview-macisaac-defamation",
        "grok-sexualized-deepfake-investigation",
        "openai-chatgpt-privacy-investigation",
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        "proctorio-ubc-ai-proctoring-bias",
        "realpage-yieldstar-canadian-rent-coordination",
        "tiktok-children-privacy-algorithmic-profiling",
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        "ai-confabulation-consequential-contexts",
        "ai-generated-csam",
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        "algorithmic-market-coordination",
        "llm-training-data-canadian-privacy",
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        "unregulated-biometric-surveillance",
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      "records": [
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        "prc-spamouflage-ai-campaigns-canada",
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        "ai-linguistic-cultural-bias",
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        "ai-labour-market-disruption",
        "ai-salary-negotiation-discrimination",
        "ai-copyright-creative-economy",
        "ai-sovereignty-infrastructure-dependency",
        "prc-ai-intelligence-profiling-canada",
        "allied-military-ai-interoperability-gap",
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    },
    {
      "factor_a": "epistemic_degradation",
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      "records": [
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        "ai-voice-cloning-grandparent-scams",
        "bc-wildfire-ai-misinformation",
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        "chatgpt-psychological-manipulation-canada",
        "google-ai-overview-macisaac-defamation",
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        "ai-linguistic-cultural-bias",
        "algorithmic-market-coordination",
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    },
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        "ai-confabulation-consequential-contexts",
        "ai-government-automated-decision-making",
        "ircc-algorithmic-visa-triage",
        "ai-hiring-recruitment-discrimination",
        "cbsa-ai-risk-scoring-borders",
        "ai-education-deployment-harms",
        "clinical-ai-evidence-gaps-privacy",
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        "algorithmic-harms-indigenous-peoples"
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      "records": [
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      "records": [
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      "records": [
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      "records": [
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    },
    {
      "dependency": "transparency and recourse mechanisms for algorithmic government decisions",
      "count": 1,
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        "social_services"
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    {
      "dependency": "independent audit authority for government ai deployments",
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    {
      "dependency": "independent bias audit authority for ircc ai systems",
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      "domains": [
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        "immigration",
        "social_services"
      ],
      "hazards": [
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    },
    {
      "dependency": "applicant transparency and explanation rights for ai-assisted immigration decisions",
      "count": 1,
      "domains": [
        "public_services",
        "immigration",
        "social_services"
      ],
      "hazards": [
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    {
      "dependency": "updated dadm compliance for pre-existing systems (june 2026 deadline)",
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      "domains": [
        "public_services",
        "immigration",
        "social_services"
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      "hazards": [
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    {
      "dependency": "prohibition on ai training approaches that reproduce historical discrimination patterns",
      "count": 1,
      "domains": [
        "public_services",
        "immigration",
        "social_services"
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      "hazards": [
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    {
      "dependency": "meaningful appeal mechanism for ai triage determinations",
      "count": 1,
      "domains": [
        "public_services",
        "immigration",
        "social_services"
      ],
      "hazards": [
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    },
    {
      "dependency": "linguistic and cultural impact assessment for ai systems in canada",
      "count": 1,
      "domains": [
        "media_entertainment",
        "immigration",
        "public_services"
      ],
      "hazards": [
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    },
    {
      "dependency": "bilingual evaluation standards for ai procurement",
      "count": 1,
      "domains": [
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        "immigration",
        "public_services"
      ],
      "hazards": [
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    {
      "dependency": "disaggregated accuracy reporting by language",
      "count": 1,
      "domains": [
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        "immigration",
        "public_services"
      ],
      "hazards": [
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    },
    {
      "dependency": "official languages act integration with ai governance",
      "count": 1,
      "domains": [
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        "immigration",
        "public_services"
      ],
      "hazards": [
        "ai-linguistic-cultural-bias"
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    },
    {
      "dependency": "mandatory cyber incident reporting with ai involvement indicators",
      "count": 1,
      "domains": [
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        "defence_national_security",
        "telecommunications"
      ],
      "hazards": [
        "ai-enabled-cyberattacks-critical-infrastructure"
      ]
    },
    {
      "dependency": "cse/cccs capacity for ai-threat-specific detection and response",
      "count": 1,
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        "defence_national_security",
        "telecommunications"
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      "hazards": [
        "ai-enabled-cyberattacks-critical-infrastructure"
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    },
    {
      "dependency": "critical infrastructure ot security standards enforced by regulation, not voluntary frameworks",
      "count": 1,
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        "defence_national_security",
        "telecommunications"
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      "hazards": [
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    },
    {
      "dependency": "international coordination on ai-enabled cyber norms and attribution",
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        "defence_national_security",
        "telecommunications"
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    },
    {
      "dependency": "investment in ai-augmented defensive tools for canadian ci operators",
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        "defence_national_security",
        "telecommunications"
      ],
      "hazards": [
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    },
    {
      "dependency": "federal ai-specific labour transition framework with retraining funding and income support",
      "count": 1,
      "domains": [
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        "public_services",
        "telecommunications"
      ],
      "hazards": [
        "ai-labour-market-disruption"
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    },
    {
      "dependency": "mandatory notice and transparency requirements for ai-driven workforce reductions",
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        "public_services",
        "telecommunications"
      ],
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      ]
    },
    {
      "dependency": "ei modernization to cover workers displaced by ai (coverage currently at 38%)",
      "count": 1,
      "domains": [
        "employment",
        "public_services",
        "telecommunications"
      ],
      "hazards": [
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    },
    {
      "dependency": "mechanism to track ai's contribution to job displacement (currently no systematic measurement)",
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        "employment",
        "public_services",
        "telecommunications"
      ],
      "hazards": [
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    },
    {
      "dependency": "youth employment strategy adapted for ai-era entry-level job erosion",
      "count": 1,
      "domains": [
        "employment",
        "public_services",
        "telecommunications"
      ],
      "hazards": [
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    },
    {
      "dependency": "legal frameworks establishing liability for ai agent actions (none in canada)",
      "count": 1,
      "domains": [
        "public_services",
        "retail_commerce",
        "finance"
      ],
      "hazards": [
        "agentic-ai-autonomous-systems"
      ]
    },
    {
      "dependency": "mandatory disclosure when ai agents act on behalf of persons or organizations",
      "count": 1,
      "domains": [
        "public_services",
        "retail_commerce",
        "finance"
      ],
      "hazards": [
        "agentic-ai-autonomous-systems"
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    },
    {
      "dependency": "human oversight checkpoint requirements for high-stakes agent actions",
      "count": 1,
      "domains": [
        "public_services",
        "retail_commerce",
        "finance"
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      "hazards": [
        "agentic-ai-autonomous-systems"
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    {
      "dependency": "standards for agent action logging and auditability",
      "count": 1,
      "domains": [
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        "retail_commerce",
        "finance"
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      "hazards": [
        "agentic-ai-autonomous-systems"
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    {
      "dependency": "evaluation methodologies for agentic ai safety (beyond single-turn testing)",
      "count": 1,
      "domains": [
        "public_services",
        "retail_commerce",
        "finance"
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      "hazards": [
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    },
    {
      "dependency": "age verification or assurance requirements for ai platforms",
      "count": 1,
      "domains": [
        "social_services",
        "health",
        "public_services"
      ],
      "hazards": [
        "ai-systems-children-governance-gap"
      ]
    },
    {
      "dependency": "child-specific safety standards for ai systems",
      "count": 1,
      "domains": [
        "social_services",
        "health",
        "public_services"
      ],
      "hazards": [
        "ai-systems-children-governance-gap"
      ]
    },
    {
      "dependency": "mandatory incident reporting for ai companies detecting threats involving minors",
      "count": 1,
      "domains": [
        "social_services",
        "health",
        "public_services"
      ],
      "hazards": [
        "ai-systems-children-governance-gap"
      ]
    },
    {
      "dependency": "independent oversight body with authority over ai interactions with children",
      "count": 1,
      "domains": [
        "social_services",
        "health",
        "public_services"
      ],
      "hazards": [
        "ai-systems-children-governance-gap"
      ]
    },
    {
      "dependency": "post-deployment monitoring of human competence in ai-augmented roles",
      "count": 1,
      "domains": [
        "health",
        "education",
        "public_services"
      ],
      "hazards": [
        "cognitive-deskilling-automation-overreliance"
      ]
    },
    {
      "dependency": "competency standards for ai-assisted professional practice",
      "count": 1,
      "domains": [
        "health",
        "education",
        "public_services"
      ],
      "hazards": [
        "cognitive-deskilling-automation-overreliance"
      ]
    },
    {
      "dependency": "educational assessment frameworks accounting for ai tool use",
      "count": 1,
      "domains": [
        "health",
        "education",
        "public_services"
      ],
      "hazards": [
        "cognitive-deskilling-automation-overreliance"
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    },
    {
      "dependency": "design standards requiring engagement mechanisms that counter automation bias",
      "count": 1,
      "domains": [
        "health",
        "education",
        "public_services"
      ],
      "hazards": [
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    },
    {
      "dependency": "duty of care framework for ai companion applications",
      "count": 1,
      "domains": [
        "health",
        "social_services",
        "education"
      ],
      "hazards": [
        "ai-companion-emotional-dependence"
      ]
    },
    {
      "dependency": "age-appropriate design standards for ai companion services",
      "count": 1,
      "domains": [
        "health",
        "social_services",
        "education"
      ],
      "hazards": [
        "ai-companion-emotional-dependence"
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    },
    {
      "dependency": "mandatory monitoring for emotional dependence indicators",
      "count": 1,
      "domains": [
        "health",
        "social_services",
        "education"
      ],
      "hazards": [
        "ai-companion-emotional-dependence"
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    },
    {
      "dependency": "engagement metric transparency requirements",
      "count": 1,
      "domains": [
        "health",
        "social_services",
        "education"
      ],
      "hazards": [
        "ai-companion-emotional-dependence"
      ]
    },
    {
      "dependency": "law enforcement capacity for synthetic media forensics",
      "count": 1,
      "domains": [
        "finance",
        "retail_commerce"
      ],
      "hazards": [
        "ai-enabled-fraud-impersonation"
      ]
    },
    {
      "dependency": "financial sector ai fraud detection standards",
      "count": 1,
      "domains": [
        "finance",
        "retail_commerce"
      ],
      "hazards": [
        "ai-enabled-fraud-impersonation"
      ]
    },
    {
      "dependency": "consumer protection framework for ai-enabled impersonation",
      "count": 1,
      "domains": [
        "finance",
        "retail_commerce"
      ],
      "hazards": [
        "ai-enabled-fraud-impersonation"
      ]
    },
    {
      "dependency": "platform obligations for detecting and removing ai-generated fraudulent content",
      "count": 1,
      "domains": [
        "finance",
        "retail_commerce"
      ],
      "hazards": [
        "ai-enabled-fraud-impersonation"
      ]
    },
    {
      "dependency": "explicit criminalization of ai-generated csam",
      "count": 1,
      "domains": [
        "justice",
        "public_services"
      ],
      "hazards": [
        "ai-generated-csam"
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    },
    {
      "dependency": "synthetic content detection capability for law enforcement",
      "count": 1,
      "domains": [
        "justice",
        "public_services"
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      "hazards": [
        "ai-generated-csam"
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    },
    {
      "dependency": "reporting obligations for ai platform operators",
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        "public_services"
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    {
      "dependency": "international coordination on synthetic csam enforcement",
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        "public_services"
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        "ai-generated-csam"
      ]
    },
    {
      "dependency": "legal framework explicitly addressing ai-generated ncii",
      "count": 1,
      "domains": [
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        "justice"
      ],
      "hazards": [
        "ai-generated-ncii"
      ]
    },
    {
      "dependency": "platform liability for ncii generation by their ai systems",
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      "domains": [
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        "justice"
      ],
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        "ai-generated-ncii"
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    },
    {
      "dependency": "mandatory safety testing for image generation models against ncii",
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      "domains": [
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        "justice"
      ],
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        "ai-generated-ncii"
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    },
    {
      "dependency": "effective recourse and takedown mechanisms for victims",
      "count": 1,
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        "justice"
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        "ai-generated-ncii"
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    },
    {
      "dependency": "duty of care framework for ai psychological interaction",
      "count": 1,
      "domains": [
        "health",
        "social_services"
      ],
      "hazards": [
        "ai-psychological-manipulation"
      ]
    },
    {
      "dependency": "mandatory crisis detection and escalation in conversational ai",
      "count": 1,
      "domains": [
        "health",
        "social_services"
      ],
      "hazards": [
        "ai-psychological-manipulation"
      ]
    },
    {
      "dependency": "incident reporting for ai-caused psychological harm",
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      "domains": [
        "health",
        "social_services"
      ],
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        "ai-psychological-manipulation"
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    },
    {
      "dependency": "sycophancy detection and mitigation standards",
      "count": 1,
      "domains": [
        "health",
        "social_services"
      ],
      "hazards": [
        "ai-psychological-manipulation"
      ]
    },
    {
      "dependency": "mandatory reporting obligation for ai companies when systems identify threats to life",
      "count": 1,
      "domains": [
        "public_services",
        "defence_national_security"
      ],
      "hazards": [
        "ai-safety-reporting-failures"
      ]
    },
    {
      "dependency": "cooperation framework between ai companies and canadian law enforcement",
      "count": 1,
      "domains": [
        "public_services",
        "defence_national_security"
      ],
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        "ai-safety-reporting-failures"
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    },
    {
      "dependency": "account circumvention prevention requirements for flagged users",
      "count": 1,
      "domains": [
        "public_services",
        "defence_national_security"
      ],
      "hazards": [
        "ai-safety-reporting-failures"
      ]
    },
    {
      "dependency": "ai company incident reporting obligations in canada",
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      "domains": [
        "public_services",
        "defence_national_security"
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        "ai-safety-reporting-failures"
      ]
    },
    {
      "dependency": "competition act framework addressing algorithmic price coordination",
      "count": 1,
      "domains": [
        "retail_commerce",
        "finance"
      ],
      "hazards": [
        "algorithmic-market-coordination"
      ]
    },
    {
      "dependency": "competition bureau technical capacity for algorithmic market analysis",
      "count": 1,
      "domains": [
        "retail_commerce",
        "finance"
      ],
      "hazards": [
        "algorithmic-market-coordination"
      ]
    },
    {
      "dependency": "transparency requirements for algorithmic pricing in concentrated markets",
      "count": 1,
      "domains": [
        "retail_commerce",
        "finance"
      ],
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        "algorithmic-market-coordination"
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    },
    {
      "dependency": "regulatory guidance distinguishing algorithmic coordination from independent pricing",
      "count": 1,
      "domains": [
        "retail_commerce",
        "finance"
      ],
      "hazards": [
        "algorithmic-market-coordination"
      ]
    },
    {
      "dependency": "privacy framework adapted for foundation model training",
      "count": 1,
      "domains": [
        "telecommunications",
        "public_services"
      ],
      "hazards": [
        "llm-training-data-canadian-privacy"
      ]
    },
    {
      "dependency": "jurisdictional enforcement capacity against foreign ai developers",
      "count": 1,
      "domains": [
        "telecommunications",
        "public_services"
      ],
      "hazards": [
        "llm-training-data-canadian-privacy"
      ]
    },
    {
      "dependency": "right to effective correction of ai-generated false information",
      "count": 1,
      "domains": [
        "telecommunications",
        "public_services"
      ],
      "hazards": [
        "llm-training-data-canadian-privacy"
      ]
    },
    {
      "dependency": "transparency requirements for training data provenance",
      "count": 1,
      "domains": [
        "telecommunications",
        "public_services"
      ],
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        "llm-training-data-canadian-privacy"
      ]
    },
    {
      "dependency": "federal legislation governing biometric surveillance technology",
      "count": 1,
      "domains": [
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        "retail_commerce"
      ],
      "hazards": [
        "unregulated-biometric-surveillance"
      ]
    },
    {
      "dependency": "mandatory pre-deployment privacy impact assessment for biometric systems",
      "count": 1,
      "domains": [
        "law_enforcement",
        "retail_commerce"
      ],
      "hazards": [
        "unregulated-biometric-surveillance"
      ]
    },
    {
      "dependency": "independent oversight body for law enforcement ai use",
      "count": 1,
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        "retail_commerce"
      ],
      "hazards": [
        "unregulated-biometric-surveillance"
      ]
    },
    {
      "dependency": "consent and disclosure requirements for commercial biometric collection",
      "count": 1,
      "domains": [
        "law_enforcement",
        "retail_commerce"
      ],
      "hazards": [
        "unregulated-biometric-surveillance"
      ]
    },
    {
      "dependency": "mandatory pre-deployment safety evaluation for frontier ai models, including deception and scheming assessments",
      "count": 1,
      "domains": [
        "defence_national_security",
        "public_services"
      ],
      "hazards": [
        "frontier-ai-deceptive-capabilities"
      ]
    },
    {
      "dependency": "independent ai safety evaluation infrastructure (not controlled by model developers)",
      "count": 1,
      "domains": [
        "defence_national_security",
        "public_services"
      ],
      "hazards": [
        "frontier-ai-deceptive-capabilities"
      ]
    },
    {
      "dependency": "mandatory reporting of deceptive ai behavior findings by ai companies to regulators",
      "count": 1,
      "domains": [
        "defence_national_security",
        "public_services"
      ],
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        "frontier-ai-deceptive-capabilities"
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    },
    {
      "dependency": "international coordination on frontier model safety standards",
      "count": 1,
      "domains": [
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        "public_services"
      ],
      "hazards": [
        "frontier-ai-deceptive-capabilities"
      ]
    },
    {
      "dependency": "institutional capacity to evaluate and respond to ai systems exhibiting deceptive behavior",
      "count": 1,
      "domains": [
        "defence_national_security",
        "public_services"
      ],
      "hazards": [
        "frontier-ai-deceptive-capabilities"
      ]
    },
    {
      "dependency": "legal framework for restricting deployment of ai systems that demonstrate deceptive capabilities",
      "count": 1,
      "domains": [
        "defence_national_security",
        "public_services"
      ],
      "hazards": [
        "frontier-ai-deceptive-capabilities"
      ]
    },
    {
      "dependency": "mechanism to halt deployment of ai systems that resist shutdown or evade safety testing",
      "count": 1,
      "domains": [
        "defence_national_security",
        "public_services"
      ],
      "hazards": [
        "frontier-ai-deceptive-capabilities"
      ]
    },
    {
      "dependency": "independent bias audit of ml model across nationality, gender, age, and regional demographics",
      "count": 1,
      "domains": [
        "public_services",
        "immigration"
      ],
      "hazards": [
        "ircc-algorithmic-visa-triage"
      ]
    },
    {
      "dependency": "reclassification of aia impact level to reflect actual scale and consequences",
      "count": 1,
      "domains": [
        "public_services",
        "immigration"
      ],
      "hazards": [
        "ircc-algorithmic-visa-triage"
      ]
    },
    {
      "dependency": "mandatory notification to applicants that ml triage was used in their processing",
      "count": 1,
      "domains": [
        "public_services",
        "immigration"
      ],
      "hazards": [
        "ircc-algorithmic-visa-triage"
      ]
    },
    {
      "dependency": "recording of tier assignments in gcms to enable meaningful judicial review",
      "count": 1,
      "domains": [
        "public_services",
        "immigration"
      ],
      "hazards": [
        "ircc-algorithmic-visa-triage"
      ]
    },
    {
      "dependency": "regular retraining assessment to prevent self-reinforcing bias loops",
      "count": 1,
      "domains": [
        "public_services",
        "immigration"
      ],
      "hazards": [
        "ircc-algorithmic-visa-triage"
      ]
    },
    {
      "dependency": "federal ai legislation with mandatory bias testing requirements",
      "count": 1,
      "domains": [
        "public_services",
        "immigration"
      ],
      "hazards": [
        "ircc-algorithmic-visa-triage"
      ]
    },
    {
      "dependency": "caisi mandate explicitly including biosecurity evaluation of frontier models",
      "count": 1,
      "domains": [
        "health",
        "defence_national_security"
      ],
      "hazards": [
        "ai-biosecurity-chemical-weapon-risk"
      ]
    },
    {
      "dependency": "mandatory pre-deployment biosecurity assessment for models exceeding capability thresholds",
      "count": 1,
      "domains": [
        "health",
        "defence_national_security"
      ],
      "hazards": [
        "ai-biosecurity-chemical-weapon-risk"
      ]
    },
    {
      "dependency": "strengthened dna synthesis screening standards with ai-generated sequence coverage",
      "count": 1,
      "domains": [
        "health",
        "defence_national_security"
      ],
      "hazards": [
        "ai-biosecurity-chemical-weapon-risk"
      ]
    },
    {
      "dependency": "canadian biosecurity strategy addressing ai-enabled threats (currently absent per cigi)",
      "count": 1,
      "domains": [
        "health",
        "defence_national_security"
      ],
      "hazards": [
        "ai-biosecurity-chemical-weapon-risk"
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      "factor": "autonomous_scope_expansion",
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      "days_identified_to_escalating": 1103
    },
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    },
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      "days_identified_to_escalating": 223
    },
    {
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      "current_status": "active",
      "bridge_confidence": "medium",
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    },
    {
      "hazard_slug": "ai-linguistic-cultural-bias",
      "assessment_count": 1,
      "current_status": "escalating",
      "bridge_confidence": "medium",
      "days_identified_to_escalating": 1892
    },
    {
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      "days_identified_to_escalating": 1103
    },
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      "days_identified_to_escalating": null
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      "days_identified_to_escalating": null
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      "days_identified_to_escalating": null
    },
    {
      "hazard_slug": "spvm-ai-video-surveillance",
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      "current_status": "active",
      "bridge_confidence": "medium",
      "days_identified_to_escalating": null
    },
    {
      "hazard_slug": "unregulated-biometric-surveillance",
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      "days_identified_to_escalating": 2201
    },
    {
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      "bridge_confidence": "high",
      "days_identified_to_escalating": 428
    },
    {
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      "bridge_confidence": "medium",
      "days_identified_to_escalating": 447
    },
    {
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      "bridge_confidence": "medium",
      "days_identified_to_escalating": null
    },
    {
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    {
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      "days_identified_to_escalating": 1164
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    {
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    {
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      "days_identified_to_escalating": null
    },
    {
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      "bridge_confidence": "medium",
      "days_identified_to_escalating": 983
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    {
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      "current_status": "active",
      "bridge_confidence": "medium",
      "days_identified_to_escalating": null
    },
    {
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      "days_identified_to_escalating": 729
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    {
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      "days_identified_to_escalating": 191
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      "current_status": "active",
      "bridge_confidence": "medium",
      "days_identified_to_escalating": null
    },
    {
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      "current_status": "active",
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      "days_identified_to_escalating": null
    },
    {
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    {
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    },
    {
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    {
      "hazard_slug": "ai-systems-attack-surface-integrity",
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  "records_with_factors": 71,
  "records_without_factors": 0,
  "hazards_with_escalation_model": 32,
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  "summary": {
    "records_with_factors": 71,
    "records_without_factors": 0,
    "hazards_with_escalation_model": 32,
    "hazards_without_escalation_model": 4,
    "most_common_factor": "governance_gap",
    "most_common_cooccurrence": [
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    ],
    "top_governance_gap": "comprehensive federal ai legislation with risk-based tiering",
    "widest_cross_domain_factor": "governance_gap"
  }
}