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Deep learning-based model for automated classification of cervical spine fractures with a remarkable 99.67% accuracy, surpassing radiologists' performance. Utilizes AlexNet and GoogleNet architectures for efficient and fast diagnosis in medical applications, enhancing clinical and research-based workflows.