2026. A Machine Learning-Based Optimisation Framework for Estimating Gas Injection and Enhancing Oil Recovery in Petroleum Reservoirs. AFRICAN JOURNAL OF APPLIED RESEARCH. 12, 3 (Apr. 2026), 94–119. DOI:https://doi.org/10.26437/k3fncq31.