ALB and chronic obstructive pulmonary disease: The SHapley Additive exPlanations analysis identified several important factors for treatment failure, including low serum albumin levels, reduced drug dosage, and comorbidities such as chronic obstructive pulmonary disease and heart failure, in addition to an unfavorable neutrophil-to-lymphocyte ratio of ≥70%.