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A production-grade framework for predicting clinical comorbidities in EHR data using an ensemble of GNN architectures (GCN, GraphSAGE, GAT, and Graph Transformer). Features 5-dimensional clinical vectorization, multi-head attention mechanisms, and an inductive inference engine.