Seol mar théacs é seo: LARGE LANGUAGE MODEL DRIVEN HYPERPARAMETER OPTIMIZATION IN IMBALANCED MEDICAL IMAGING WITH COMPARATIVE ANALYSIS OF TRADITIONAL METHODS /