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Introduces TreeText-CTS, a method that converts irregular EHR trajectories into compact, source-traceable tree-path evidence units without patient-level summarization. Achieves state-of-the-art AUROC and AUPRC among text-based EHR time-series interfaces on three clinical benchmarks.