Chronic Pelvic Inflammatory Disease (CPID) poses significant challenges to women's health, necessitating advanced management strategies. This paper provides a comprehensive review of intelligent system architectures applied to PID health management, with emphasis on algorithmic design, cross-domain model adaptation, and system-level integration for diagnosis, treatment personalization, and long-term monitoring. By synthesizing Bayesian probabilistic frameworks with ensemble Machine Learning architectures and deep neural network models, we systematically evaluate AI-driven solutions for PID pathophysiology analysis, multimodal diagnostic imaging, therapeutic efficacy prediction, and patient-s... More >