AI systems are rapidly transforming the medical field, offering novel pathways for enhancing clinical decision making. This review delves into the expanding landscape of evidence-based AI in medicine, examining its efficacy in evaluating patient data and guiding clinicians in rendering more accurate and timely decisions. Through a critical analy