Research graph
References from Learning Health Systems for Chronic Disease: Embedded Artificial Intelligence Tools That Continuously Improve Care. Local targets link to admitted publications; unresolved targets remain external evidence.
Prevention of chronic disease in the 21st century: elimination of the leading preventable causes of premature death and disability in the USA
10.1016/s0140-6736(14)60648-6 · 2014 · External reference
Learning health system strategies in the AI era.
10.1038/s44401-025-00029-0 · 2025 · External reference
Toward a science of learning systems: a research agenda for the high-functioning Learning Health System
10.1136/amiajnl-2014-002977 · 2015 · External reference
Leveraging AI-enabled learning health systems to advance value-based health care: a conceptual framework
10.1097/hmr.0000000000000472 · 2026 · External reference
Learning health systems provide a glide path to safe landing for AI in health
10.1016/j.artmed.2025.103346 · 2026 · External reference
Implementation strategies and outcome measures for advancing learning health systems: a mixed methods systematic review
10.1186/s12961-023-01071-w · 2023 · External reference
Building a regional pediatric asthma learning health system in support of optimal, equitable outcomes
10.1002/lrh2.10403 · 2024 · External reference
A lifecycle governance and learning health system framework for trustworthy, generalizable, and sustainable human-AI partnership in clinical practice: lessons from the asthma-guidance and prediction system (A-GPS)
10.1016/j.jnma.2026.04.001 · 2026 · External reference
Implementing AI in hospitals to achieve a learning health system: systematic review of current enablers and barriers
10.2196/49655 · 2024 · External reference
Accelerating a learning public health system: opportunities, obstacles, and a call to action
10.1002/lrh2.10449 · 2024 · External reference
