These findings suggest a phenotype-specific prognostic pattern for 3-month all-cause mortality, where hypoalbuminemia is most relevant in the PAH group, while elevated NLR and low albumin emerge as the dominant predictors in the CTEPH group (Table 6). Here, ALB is linked to Hypoalbuminemia.