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Introduces Drift-Aware Temporal Graph Rewiring (DATGR) to dynamically update co-occurrence edges in biomedical text graphs, capturing semantic drift without full retraining. Evaluated on BIOMRC, it achieves a mean AUROC improvement of 0.066 over static baselines while maintaining precision.