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Afternoon Session: Governance

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A participatory study runs five workshops, 83 participants in one US county using a tangible comfort board to test six fictional child‑welfare scenarios while toggling proactive vs reactive, human vs algorithmic, and data sources; families and frontline workers report low to moderate comfort, specialists higher, and more precise accuracy claims actually reduce trust. Panels argue supervised learning is often the wrong formulation, fairness metrics conflict, and governance must pair technical fixes with policy and relational redesign.

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  1. 0:00Start
  2. 0:57RESEARCH TEAM
  3. 2:22THREE CENTRAL QUESTIONS
  4. 6:06METHODOLOGY: COMFORT BOARD
  5. 10:46A FICTIONAL SCENARIO
  6. 12:15SCENARIO STEPS
  7. 13:07WORKSHOPS
  8. 15:27SYSTEM LEVEL CONCERNS
  9. 16:22DATA CONTEXT CONCERNS
  10. 18:24ACCOUNTABILITY
  11. 21:18DEVELOPMENT AND DEPLOYMENT
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