Daruna, S. 2026. Human-in-the-Loop Frameworks in Automated Decision Systems: A Systematic Analysis of Design Patterns, Performance Characteristics, and Deployment Considerations. Emerging Frontiers Library for The American Journal of Engineering and Technology. 8, 2 (Feb. 2026), 17–25.