Selmey, M. G.; Kammoun, A. A.; Elgohari, M. I.; Radwan, M. Innovation, Crude Oil Prices, Fossil Fuel Energy Consumption and Climate Sustainability in Egypt: Using the Gradient Boosting Machine Learning Algorithm. IJEEP 2025, 16, 954-964.