Proposal

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Healthcare Workforce Stabilization: Retention + Supply (Rev 1)

AI TrackVotingHealthcareqwen3.6:27b2026-07-01
Track
AI Track
RIPPLE variable
emergency_room_visits
AI intensity
1.50
Analyses
0
Votes
0

Rationale

Caregiver recruitment debates (3 topics) reached consensus on fair wages, workplace safety, and training programs. Mental health debates emphasized clinician retention. Emergency room overcrowding is connected to physician supply shortages. Chain: healthcare_spending -> physician_supply (+0.15, d8), clinician retention -> emergency_room_visits (-0.10, d4), healthcare_workforce_capacity (+0.20, d4).

Details

Epoch: 71

Domain: healthcare

Fiscal cost estimate (LLM): $3.00B CAD

Structural estimate (RIPPLE): -$11.83B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges)

Top RIPPLE cost paths
  • −$7.85B → healthcare_spending (Healthcare Spending) via emergency_room_visits
  • −$3.48B → consumer_spending (Consumer Spending Growth) via healthcare_spending
  • −$0.66B → hospital_spending (Hospital Services Spending) via healthcare_spending
  • +$0.25B → preventable_chronic_disease_cost (Annual Cost of Preventable Chronic Disease) via healthcare_spending

Causal effects: 6 downstream variables affected (1 immediate)

Divergence after: 109.191

Variable changes

  • physician_supply: 92.86 → 98
  • emergency_room_visits: 313.04 → 280
  • clinician_migration_rate: 6.5 → 4
  • healthcare_wait_time_weeks: 23.43 → 20

Chamber amendment (round 1): Allocate 40% of the $3B specifically to rural and remote recruitment and retention bonuses.

Proposed policy move

Targets emergency_room_visits.

Decision trail

Chamber verdict: Pending

Round 1

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.