Gainitdinov, B. et al. 2025. A machine learning framework for mineralogical composition assessment in unconventional formations. Advances in Geo-Energy Research. 19, 1 (Dec. 2025), 14–29. DOI:https://doi.org/10.46690/ager.2026.01.02.