..., then implemented Hybrid Quantum SVR, followed by Hybrid Large Language Models (GPT-2) and XGBoost, concluding in hybrid neural networks, XGBoost and CatBoost. Findings The novel hybrid prediction model achieved outstanding performance metrics, demonstrating near-perfect accuracy and reliability. Key results...