Rural emergency rooms across the U.S. are increasingly staffed by physician assistants and nurse practitioners instead of physicians, raising debates over care quality, staffing shortages, and access to emergency services.
Gradient-boosted model shows higher diagnostic accuracy—especially for severe AS—in low-flow cases where guideline-based metrics often yield discordant results.