These models leverage high-dimensional data, incorporating variables such as systemic inflammation, dysphagia severity, and metabolic dysfunction, further supporting the potential value of thyroid hormone indices as novel predictors of post-stroke pneumonia. This evidence concerns the gene TG and Stroke.