Clinical decision support tools are entering medical practice faster than researchers can validate them. This gap creates a tension between rapid deployment and rigorous evidence. Nature warns that current evaluation frameworks fail to keep pace with model iteration. Practitioners must now balance immediate tool utility against a lack of long-term clinical trial data.