Author

Keewon Shin

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Review Open access Aug 2026

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.

Joohyun Kim, Keewon Shin, Sungjae An et al. · Skeletal Radiology · 0 citations

Review Open access Sep 2026

Transforming large language models into medical specialists via knowledge injection.

While general-purpose large language models (LLMs) demonstrate remarkable capabilities, their clinical application demands rigorous adaptation to ensure safety and accuracy. This review presents a comprehensive framework for transforming LLMs into trustworthy medical specialists. We detail three core knowledge-injectio...

Kiduk Kim, Jeong Min Song, Dong Yeong Kim et al. · Cell Reports Medicine · 0 citations