Description:

This Master Prompt extends failure investigation into uncertainty-aware assessment and data-supported decision-making. It distinguishes failure-mode classification, structural failure probability, time-dependent reliability, maintenance priority and machine-learning prediction, preserving the different questions and evidence requirements associated with each output.