Scalable, Ethical AI Frameworks for Modernizing Health and Human Services Systems

Abstract

The global healthcare landscape faces unprecedented challenges characterized by resource constraints, aging populations, and increasing chronic disease prevalence. Artificial intelligence has emerged as a transformative technology capable of addressing these systemic pressures through enhanced diagnostic accuracy, operational optimization, and personalized care delivery. This research synthesizes evidence from over 100 contemporary sources to examine scalable and ethical AI frameworks essential for modernizing health and human services systems.