XAI (Explainable AI) refers to artificial intelligence systems designed to provide clear, understandable explanations for their decisions and predictions, helping humans understand how and why AI reaches specific conclusions. This approach addresses the “black box” problem where complex AI systems make accurate predictions but can’t explain their reasoning, making it essential for applications in healthcare,