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Synthetic-to-real pretraining bridges the chronic scarcity of longitudinal clinical imaging, enabling transformers to reliably forecast up to 15 years of spinal disease progression.
Continuous severity scoring outperforms traditional multi-class classification in assessing lumbar spine degeneration, revealing finer distinctions in MRI evaluations.
