Tyler J. Brennan. Trustworthy Artificial Intelligence in High-Stakes Decision Systems: A Cross-Domain Systematic Review of Explainability, Fairness, Privacy, Robustness, and Governance. Journal of Computing Innovations and Applications 2026, 4 (1), 202-227. https://doi.org/10.63575/CIA.2026.40117.