Knowledge-Assisted Deep Learning for Digital Health: Framework, Case Studies, and Future Opportunities

Key Points

• The aim is to integrate health domain knowledge with AI methods to improve deep learning in healthcare.
• Developed a 2D framework combining health knowledge with AI techniques.
• Examined case studies across various health applications and data modalities.
• Identified future research directions and challenges in the field.
• Demonstrated successful applications of the framework in healthcare scenarios.
• Highlighted key challenges and opportunities for further advancements.
• Outlined practical implications for enhancing deep learning in health.