Individual skill
scikit-survival
Builds, evaluates, and audits right-censored or competing-risk survival workflows with scikit-survival, including leakage-safe preprocessing, model selection, probability prediction, and censoring-aware metrics.
skills/scikit-survival/SKILL.md
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# scikit-survival
## Scope
Use this skill for scikit-survival 0.28.0 workflows involving:
- right-censored structured outcomes;
- Cox PH, Coxnet, IPC ridge, survival trees, forests, boosting, and SVMs;
- discrimination, prediction error, calibration-oriented checks, and time-dependent prediction;
- nonparametric cumulative incidence with competing risks;
- scikit-learn pipelines, nested model selection, and reproducible reports.
scikit-survival primarily models right-censored outcomes. Its built-in competing-risk
support is nonparametric cumulative incidence; it does not provide Fine-Gray regression.