CRP and delirium: Compared with well-established regression-based models such as E-PRE-DELIRIC [42] and PRE-DELIRIC [41], the Naïve Bayes model developed in this study builds upon these approaches by incorporating additional laboratory features, such as arterial blood gas values, lactate, and CRP, aiming to enhance early delirium risk stratification.