In recent years, the quest for sustainable and efficient energy sources has propelled geothermal energy into the global spotlight. Shale formations, traditionally associated with hydrocarbon extraction, have emerged as promising candidates for geothermal reservoirs. A groundbreaking study by Yasin, Sohail, Daniel, and their colleagues introduces a novel framework that intricately