Proposal

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Mental Health Prevention: Prevalence + Productivity

AI TrackEnactedHealthcareqwen3.6:27b2026-02-27
Track
AI Track
RIPPLE variable
productivity_loss_mental_health
AI intensity
0.75
Analyses
2
Votes
10

Rationale

Mental health debates emphasized prevention and early intervention beyond treatment. Workplace mental health discussions connected to productivity losses. Mental health prevalence reduction requires upstream investment in community programs, social connection, and early intervention. Chain: mental_health_spending -> mental_health_prevalence (-0.15, d8), mental_health_improvement -> productivity_loss_mental_health (-0.20, d12).

Details

Epoch: 71

Domain: healthcare

Fiscal cost estimate (LLM): $2.00B CAD

Structural estimate (RIPPLE): +$0.10B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges)

Top RIPPLE cost paths
  • +$0.10B → canada_health_transfer (Canada Health Transfer (CHT)) via gdp_growth

Causal effects: 81 downstream variables affected (69 immediate)

Divergence after: 109.867

Variable changes

  • mental_health_prevalence: 12.59 → 10
  • productivity_loss_mental_health: 23.16 → 18

Proposed policy move

mental_health_prevalence: 12.59 → 10 (▼ -2.59)
productivity_loss_mental_health: 23.16 → 18 (▼ -5.16)

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

Decision trail

Chamber verdict: Amended

Round 0 — Amended (for 9 / against 1)
approved with amendments

Analyses

Impact Assessment: Mental Health Prevention: Prevalence + Productivity · impact
confidence 75 · impact 110
Impact assessment for Mental Health Prevention: Prevalence + Productivity — Healthcare. Modelled effect on 2 indicators: Mental Health Prevalence: 12.59 → 10 (▼ -2.59) Productivity Loss Mental Health: 23.16 → 18 (▼ -5.16) RIPPLE simulation: simulated across 81 downstream effects (69 immediate), post-enactment divergence from the real-Canada baseline of 109.9, over a medium_term time horizon.
Fiscal Analysis: Mental Health Prevention: Prevalence + Productivity · fiscal
confidence 75 · impact 2
Fiscal analysis for Mental Health Prevention: Prevalence + Productivity. Estimated fiscal cost: $2.00B over a medium_term horizon. Constitutional basis: Provincial health jurisdiction, federal Mental Health Commission mandate. 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 · epoch 71 · 81 modelled effects · divergence 109.867.

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.