XGBoost enables near-real-time classification of mudcake thickness in oil-based drilling fluids, achieving 0.98 test accuracy and supporting faster wellbore stability decisions. #openaccess at short-url.cc/1sr2e. #DrillingFluids #MachineLearning #WellboreStability #Artificialintelligence