ALB and cholestasis: Feature importance analysisidentified albumin as a potential target linked to cholestasis withinour predictive model, suggesting a connection worth further investigation.By employing an expanded consensus model and applying probabilityrange filtering, the refined method achieved an MCC of 0.38 and asensitivity of 0.80, thereby enhancing decision-making confidence.This approach advances DIC prediction by integrating biological andchemical descriptors, offering a reliable and explainable model.