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Deep learning has emerged as the preferred approach for automated intelligent medical diagnosis, with the development of an Artificial Intelligence Cervical Cancer Screening (AICCS) system. The system uses a deep-learning neural network trained with well-annotated whole-slide images to detect abnormal or malignant cells in cervical thin liquid-based tests.