Dr. Ravi Kapoor 2025. Ensuring Regulatory Compliance and Reliability of Artificial Intelligence–Driven Computerized Pharmaceutical Systems: A Risk‑Based Approach to Data Lifecycle, Privacy, and Validation in GxP Environments . International journal of data science and machine learning. 5, 02 (Dec. 2025), 419–425.