{"slug":"bio-machine-learning-survival-analysis","source_name":"bio-machine-learning-survival-analysis","name":"Bio Machine Learning Survival Analysis","description":"Analyzes time-to-event data using Kaplan-Meier curves, log-rank tests, and Cox proportional hazards regression with lifelines. Builds survival models from clinical and omics features. Use when predicting patient survival or modeling time-to-event outcomes.","version":2,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":31.6,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-02T16:35:15.701571+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":100,"without_pass_pct":90.9,"tokens_delta_pct":31.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-02T16:35:15.701571+00:00","run_id":"9a2cdc04-69af-41ee-9b46-da90940e995f","version_number":2,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":null,"install_count":0,"manifest_hash":"2a1b39a7c639812ef6ab5340c979e1a66e96712e025a298072920841225250e1","raw_url":"https://app.decimal.ai/s/bio-machine-learning-survival-analysis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/bio-machine-learning-survival-analysis"}