Dr. Jonathan R. Whitaker, “Bias, Fairness, and Ethical Accountability in Machine Learning Systems: A Comprehensive Socio-Technical Analysis”, ajbspi, vol. 6, no. 02, pp. 1–6, Feb. 2026.