AI systems 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 interpreting patient data and informing clinicians in arriving at more accurate and timely judgements. Through a critical a