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because it balances discrimination, calibration, and practical utility. It moves beyond the one-size-fits-all baseline hazard into a personalized, time-updated, competing-risk-aware framework. For clinicians seeking to reduce over-treatment of low-risk patients and under-treatment of high-risk ones, Pred677c offers a statistically superior and operationally feasible tool.