Despite the well-established association of serum molecules like interleukin-6 (IL-6) with delirium, the translation of these biomarkers into robust predictive models has encountered obstacles, primarily due to delirium’s inherently complex and multi-dimensional characteristics [5,39,40,41]. This evidence concerns the gene IL6 and delirium.