AI approaches are rapidly transforming the medical field, offering novel avenues for enhancing clinical decision making. This review delves into the evolving landscape of evidence-based AI in medicine, examining its promise in diagnosing patient data and assisting clinicians in making more accurate and timely conclusions. Through a critical anal