When the threshold probability (PT) in the training set was > 0.3, diabetes mellitus, CRP, and IL-6 in the prognostic model were highly beneficial as important indicators for predicting the occurrence of hypoactive delirium in ARDS patients and could be used to accurately assess whether patients developed hypoactive delirium. Here, IL6 is linked to diabetes mellitus.