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New Approach to Equitable Intervention Planning to Improve Engagement and Outcomes in a Digital Health Program: Simulation Study.

Jackson A KillianManish JainYugang JiaJonathan AmarErich S HuangMilind Tambe
Published in: JMIR diabetes (2024)
Planning digital health interventions with individual clinical outcome objectives and long-term engagement dynamics as considerations can be both feasible and effective. We propose using an RMAB sequential decision-making framework, which may offer additional capabilities in capacity planning as well. The integration of an equitable RMAB algorithm further enhances the potential for reaching equitable solutions. This approach provides program designers with the flexibility to switch between different priorities and balance trade-offs across various objectives according to their preferences.
Keyphrases
  • decision making
  • public health
  • healthcare
  • quality improvement
  • social media
  • mental health
  • health information
  • randomized controlled trial
  • human health
  • machine learning
  • physical activity
  • health promotion
  • weight loss