“Analysis of Lightgbm Model Accuracy and Validation Strategies for Predicting Oil and Gas Probability Maps”. Innovative: International Multidisciplinary Journal of Applied Technology (2995-486X), vol. 3, no. 12, Dec. 2025, pp. 56-63, https://doi.org/10.51699/qxnfgq14.