User Expertise

Research shows user expertise critically impacts AI explainability in healthcare. Non-experts, particularly with LLM explanations, tend to defer to AI, increasing errors. Primary care physicians perform best with AI predictions alone, being more critical of explanations. The study stresses tailoring AI interfaces to user expertise to avoid automation bias and ensure safe integration.