The NLR and CRP can be useful in elaborating existing delirium prediction models, such as the prediction of delirium in the ICU model (PRE-DELIRIC) (40), and can also be utilized as key features in machine learning-based future prediction models. The gene discussed is CRP; the disease is delirium.