Dr. Jonathan R. Whitaker. 2026. “Bias, Fairness, and Ethical Accountability in Machine Learning Systems: A Comprehensive Socio-Technical Analysis”. American Journal Of Biomedical Science & Pharmaceutical Innovation 6 (02):1-6. https://www.theusajournals.com/index.php/ajbspi/article/view/8994.