AI approaches are rapidly transforming the medical field, offering novel solutions for enhancing clinical decision making. This review delves into the burgeoning 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