Keewon Shin

Deep learning-based detection of pneumoperitoneum on computed tomography: performance and clinical feasibility.

Hierarchical classification of acute and chronic osteoporotic vertebral compression fractures of the lumbar spine using X-ray images.

The proposed hierarchical approach enhances the diagnostic utility of standard X-ray images by enabling more accurate classification of lumbar fracture types and may reduce reliance on advanced imaging and support faster and more informed clinical decision-making.

Transforming large language models into medical specialists via knowledge injection.

A comprehensive framework for transforming LLMs into trustworthy medical specialists is presented, and the evolution toward agentic AI systems that orchestrate them for autonomous, collaborative clinical decision-making is explored.