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Python toolkit for competing risks: forest (RSF) today; Fine-Gray + Aalen-Johansen + Gray's test + cause-specific Cox in v0.4. Scales to n=10⁶ in ~1 min, 10–22× faster than randomForestSRC on real EHR data, sklearn-compatible.
Oncology survival modeling pipeline integrating simulated clinical trial data and SEER real-world registry data using Cox models, Random Survival Forest, and XGBoost.