4-29-2024 LHS Collaboratory Symposium-Sharon Davis, PhD, MS

"SUPPORTING RESPONSIBLE DEPLOYMENT OF AI IN HEALTHCARE WITH SUSTAINABLE LEARNING PREDICTION SYSTEMS"

Successfully deploying impactful clinical AI tools is no small feat. Not only must we navigate clinical, technical, sociotechnical, and ethical challenges, but most critically, we ask patients and providers to trust and rely on these tools when making important health decisions. Such efforts compel us to be responsible stewards and ensure AI tools consistently perform as promised-overall and across demographic, clinical, and geographic populations. Learning prediction systems, an extension of the learning health system paradigm, can enable sustainable AI tools and minimize disruptions resulting from deploying these tools in evolving clinical environments. We will explore a comprehensive approach to post-deployment monitoring and maintenance of clinical prediction and AI tools, including challenges and opportunities to fostering health and equity through model sustainability.