Third-party interference, particularly construction-related damages, is a critical risk for gas pipeline infrastructure. To address these risks, CSE PreFerenceE, a specialized module within the Pipeline Integrity Management System (PIMS), provides high-precision GIS-based threat analysis and recommends mitigation strategies. Using machine learning…