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Achieving interoperability among defense ontologies is now grounded in a robust framework that includes consensus alignments and validated mappings.
Pre-trained protein embeddings fall short in predicting AAV capsid viability without task-specific fine-tuning, especially when mutations are sparse or localized, challenging their direct applicability in typical bioengineering scenarios.
