Predicting mineral outcomes entails making informed decisions in contexts characterized by uncertainty (Zhao in Earth Sci Front 14(05):1–10 (2007)) and constitutes a sophisticated system engineering endeavor. This procedural undertaking necessitates adherence to contemporary principles of metallogeny, as well as the systematic exploration and assessment of mineral resources, grounded in robust geological fundamentals and comprehensive analyses of metallogenic patterns. Moreover, it is contingent upon the utilization of cutting-edge earth exploration technologies, sophisticated information processing methods, predictive models, and methodologies, coupled with the expertise and practical experience of seasoned professionals.