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Digital Decisions: Enhancing Chronic Disease Self-Care Through Digital Health and AI-Enhanced Decision-Making
Ashley C Griffin1,2, Donna M Zulman1,3
1Center for Innovation to Implementation, VA Palo Alto Health Care System, 795 Willow Rd, Menlo Park, CA, 94025, United States, 1 6504935000.
Digital health tools aid self-care monitoring but show limited impact on maintenance and management behaviors. Future digital health solutions should leverage AI to support complex decision-making for sustained patient behavior change.
Area of Science:
- Digital Health
- Health Behavior
- Artificial Intelligence
Background:
- Digital health technologies (e.g., apps, wearables) are transforming patient engagement beyond clinical visits.
- Patients increasingly use digital tools for daily self-care decisions.
Purpose of the Study:
- To discuss the effectiveness of digital health interventions based on a systematic review.
- To analyze findings through the lens of dual-process theory.
- To propose future directions for digital health to enhance patient self-care and behavior change.
Main Methods:
- Systematic review and meta-analysis of digital health interventions.
- Application of dual-process theory to interpret intervention effectiveness.
- Discussion of emerging AI capabilities and implementation considerations.
Main Results:
- Digital health interventions showed modest improvements in self-care monitoring.
- Limited effects were observed on self-care maintenance and management behaviors.
- Technologies excel at supporting intuitive (fast) processes but struggle with deliberative (slow) ones.
Conclusions:
- Digital health should evolve to support reflective decision-making for sustained behavior change.
- AI can bridge cognitive processes, translating health information into actionable insights.
- Successful implementation requires human-centered design, patient engagement, and attention to bias, privacy, and transparency.
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