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KG-TRACE is a neuro-symbolic framework that integrates a WHO mutation knowledge graph with a neural genomic model for antimicrobial resistance prediction, achieving high accuracy and introducing a Biological Grounding Ratio metric to ensure alignment with established biological knowledge.