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Clinical histories are fundamentally irregular and multimodal, yet foundation models have treated them as static or uniformly discrete鈥攗ntil a generative variational transformer trained on 559 million events unified continuous-time forecasting, multi-modal health records, and counterfactual intervention simulation.
