Machine Learning-Derived Risk Groups and Clinical Implementation of Survival Prediction in Lung Cancer: Evidence from a Kazakh National Cohort.

Survival Separation and Effect Sizes Kaplan–Meier curves showed strong and graded separation across ML risk groups ( Figure 3 ), confirmed by a highly significant log-rank test (χ 2 = 3427.69, p < 0.001).

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