Dr. Jonathan R. Whitaker. Bias, Fairness, and Ethical Accountability in Machine Learning Systems: A Comprehensive Socio-Technical Analysis. ajbspi [Internet]. 2026 Feb. 1 [cited 2026 Feb. 4];6(02):1-6. Available from: https://www.theusajournals.com/index.php/ajbspi/article/view/8994