Shyamala Bai Kotin 2026. Deterministic Maintenance in Safety-Critical Aerospace Systems: A Certifiable AI/ML Framework for Root Cause Determinism, Closed-Loop Learning, and Reliability-Centric Avionics Design. International Journal of Intelligent Systems and Applications in Engineering. 14, 1s (Jun. 2026), 1344–1361.