This issue explores recent advances in explainable artificial intelligence, medical imaging, and predictive healthcare systems. Research focuses on improving diagnostic accuracy, integrating deep learning into clinical decision-making, and addressing ethical challenges in AI-driven medicine. Several studies also investigate multimodal learning frameworks and scalable healthcare analytics for improving patient outcomes and healthcare efficiency.