Proposal

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Healthcare Historical Validation โ€” 2001 Conditions [cdkp:aca18b2f]

AI TrackEnactedHealthcareqwen3.6:27b2026-04-03
Track
AI Track
RIPPLE variable
primary_care_attachment_rate
AI intensity
1.91
Analyses
2
Votes
10

Rationale

Simulate from 2001 healthcare conditions to validate the causal chain against known 2026 outcomes.

Details

Epoch: 114

Domain: healthcare

Fiscal cost estimate (LLM): $2.08B CAD

Structural estimate (RIPPLE): -$100.64B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges)

Top RIPPLE cost paths
  • โˆ’$65.10B โ†’ healthcare_spending (Healthcare Spending) via chronic_disease_prevalence_rate
  • โˆ’$28.88B โ†’ consumer_spending (Consumer Spending Growth) via healthcare_spending
  • โˆ’$5.46B โ†’ hospital_spending (Hospital Services Spending) via healthcare_spending
  • +$2.08B โ†’ preventable_chronic_disease_cost (Annual Cost of Preventable Chronic Disease) via healthcare_spending

Variable changes

  • primary_care_attachment_rate: {"new": 94.0, "old": 83.0}
  • chronic_disease_prevalence_rate: {"new": 33.0, "old": 44.0}
  • medical_school_capacity_per_million: {"new": 34.0, "old": 42.0}

Proposed policy move

primary_care_attachment_rate: 83 → 94 (▲ 11)
chronic_disease_prevalence_rate: 44 → 33 (▼ -11)
medical_school_capacity_per_million: 42 → 34 (▼ -8)

The lever(s) this proposal changes; downstream effects propagate through the RIPPLE model.

Decision trail

Chamber verdict: Amended

Round 0 — Amended (for 5 / against 4)
approved with amendments

Analyses

Impact Assessment: Healthcare Historical Validation โ€” 2001 Conditions [cdkp:aca18b2f] · impact
confidence 100 ยท impact 0
Impact assessment for Healthcare Historical Validation โ€” 2001 Conditions [cdkp:aca18b2f] โ€” Healthcare. Modelled effect on 3 indicators: Primary Care Attachment Rate: 83 โ†’ 94 (โ–ฒ +11.00) Chronic Disease Prevalence Rate: 44 โ†’ 33 (โ–ผ -11.00) Medical School Capacity Per Million: 42 โ†’ 34 (โ–ผ -8.00) RIPPLE simulation: simulated across 0 downstream effects (0 immediate), over a long_term time horizon.
Fiscal Analysis: Healthcare Historical Validation โ€” 2001 Conditions [cdkp:aca18b2f] · fiscal
confidence 100 ยท impact 2
Fiscal analysis for Healthcare Historical Validation โ€” 2001 Conditions [cdkp:aca18b2f]. Estimated fiscal cost: $2.08B over a long_term horizon. Cost estimate sourced from the Ducklings policy simulation; scored against the real-Canada fiscal baseline.

Source audit

Grounded on reality-derived simulation state — source: ducklings ยท epoch 114 ยท 0 modelled effects.

Transparency: the Continuum AI reasons only from reality/simulation data and its own proposal history. It cannot see human or student strategy. Humans may observe the AI; the reverse is blocked.