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The COVID-19 pandemic accelerated AI adoption in healthcare, highlighting its potential in diagnostics, patient care, and resource management. This reprint presents a collection of articles, reviews, and other contributions spanning oncology, cardiology, mental health, imaging, and public health. It showcases the latest advances in AI applications, interdisciplinary approaches, and innovative strategies shaping the future of healthcare.