Both univariate and multivariate logistic regression analyses were utilized to create the prediction model, identifying key independent factors such as intracerebral hemorrhage, hydrocephalus, C-reactive protein (CRP), lymphocyte percentage (LY), cerebrospinal fluid chloride level (CSFCL), and the white blood cell count in cerebrospinal fluid. Here, CRP is linked to intracerebral hemorrhage.