survival-analysis-kmGenerates Kaplan-Meier survival curves, calculates survival statistics (log-rank test, median survival time), and estimates hazard ratios for clinical and bi...
Install via ClawdBot CLI:
clawdbot install aipoch-ai/survival-analysis-kmGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://lifelines.readthedocs.io/Audited Apr 17, 2026 · audit v1.0
Generated Mar 22, 2026
Pharmaceutical researchers use this skill to compare survival outcomes between treatment arms in oncology trials. It generates Kaplan-Meier curves and hazard ratios to assess drug efficacy, supporting regulatory submissions and publication of results.
Hospitals and healthcare providers apply the skill to analyze time-to-event data for patient cohorts, such as predicting survival after surgeries or diagnoses. It helps identify risk factors and inform personalized treatment plans based on statistical insights.
Academic researchers in biology use the skill to study survival in animal models or cell cultures, analyzing effects of genetic modifications or environmental exposures. It provides publication-ready plots and statistical tests for peer-reviewed journals.
Public health agencies employ the skill to track disease survival rates across populations, such as analyzing COVID-19 mortality data. It supports policy decisions by quantifying survival differences among demographic groups or regions.
Insurance companies utilize the skill to model survival probabilities for life or health insurance products, based on clinical data. It aids in pricing policies and estimating liabilities by analyzing time-to-event outcomes like mortality or recovery.
Offer the skill as a cloud-based platform where users upload data and receive analysis reports via subscription. Revenue is generated through tiered pricing based on usage volume or advanced features like custom statistical tests.
Provide expert analysis and interpretation of survival data for clients in healthcare or research. Revenue comes from project-based fees for generating insights, creating reports, and advising on study design or regulatory compliance.
Sell licenses to organizations like pharmaceutical firms or hospitals for integrating the skill into their internal data analysis workflows. Revenue is based on annual licenses or per-user fees, with support and customization options.
💬 Integration Tip
Ensure input data is properly formatted with time, event, and group columns as CSV, and verify dependencies like lifelines are installed in the execution environment.
Scored Apr 19, 2026
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