To enhance interpretability, the SHAP framework was utilized like a video game-idea–primarily based system that assigns Each and every element a measurable influence on predictions. The minimize in annular return circulation will result in the movement speed of drilling fluid in the annulus to decrease, and also the friction Successfully Submitted (Awaiting Approval)