AI systems are rapidly transforming the medical field, offering novel pathways 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 informing clinicians in making more accurate and timely judgements. Through a critical analysi