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Precision medicine, a patient-centric approach to disease treatment, has attracted considerable interest in recent years. Building on a prior method focused on short-term outcomes, we introduce a model that clusters patients based on similar predictive characteristics and treatment responses, enabling optimal therapeutic strategy selection via predictive inference for new patients, incorporating long-term survival outcomes.