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Foundation Models in Radiology: What, How, Why, and Why Not

Magdalini Paschali, Zhihong Chen, Louis Blankemeier, Maya Varma, Alaa Youssef, Christian Bluethgen · Radiology · 2025

This review focuses on foundation models in radiology and describes their key characteristics and methods for training, adapting, and evaluating; in addition, cautions and future directions associated with their responsible deployment in radiologic practices are discussed.

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