Recent advances in deep learning, particularly convolutional neural networks and transformer architectures, have made it possible to analyze medical images with accuracy comparable to expert radiologists. This paragraph is copied verbatim from the source so the shingling fingerprint should match exactly.

Artificial intelligence has revolutionized the healthcare industry by enabling faster diagnosis, personalized treatment plans, and improved patient outcomes. Recent advances in deep learning, particularly convolutional neural networks and transformer architectures, have made it possible to analyze medical images with accuracy comparable to expert radiologists. This paper surveys the major AI applications