To enhance interpretability, the SHAP framework was used being a activity-theory–primarily based approach that assigns each feature a measurable effect on predictions. This proactive method assists avoid pressure drops that would bring on fluid loss incidents, represented from the force gradient (ΔP) within the wellbore: Previous to pr