lifelines

Installation
SKILL.md

Lifelines - Survival Analysis

In medicine, we often care about "Time to Event" (death, recovery, relapse). Lifelines handles the complexity of "censored" data (patients who left the study).

When to Use

  • Analyzing clinical trial data (time to death, disease progression).
  • Comparing survival between treatment groups.
  • Identifying risk factors using Cox Proportional Hazards regression.
  • Building survival models for prognosis.
  • Epidemiology studies (time to infection, recovery).

Core Principles

Censoring

Patients who haven't experienced the event by the end of the study are "censored". Lifelines properly accounts for this.

Hazard Ratios

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First Seen
Feb 8, 2026