Albumin, although underused in prior prediction models, has been linked to endothelial dysfunction, maternal malnutrition, and fluid imbalance (32), and its inclusion here emphasizes the interplay between hepatic reserve and vascular integrity in dual-risk pregnancies. Here, ALB is linked to endothelial dysfunction.