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Heart Failure Survival — Risk Factor Analysis In Minutes

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Running heart failure survival — risk factor analysis analysis...

Running heart failure survival — risk factor analysis analysis...

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What's in the report?

Performs survival analysis on a heart-failure cohort using Cox proportional hazards regression to identify and rank clinical predictors of mortality. Quantifies hazard ratios and confidence intervals for each risk factor, visualizes survival trajectories by key predictors, and provides effect-size context for clinical interpretation.

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Cohort Mortality Summary

Interactive table visualization

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Univariate Risk Factors (Ranked by Effect Size)

Interactive table visualization

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Forest Plot: Univariate Hazard Ratios

Interactive scatter visualization

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Survival Curves by Age Group

Interactive line visualization

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Survival Curves by Ejection Fraction Group

Interactive line visualization

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Mortality Risk by Serum Creatinine Level

Interactive scatter visualization

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Mortality Risk by Serum Sodium Level

Interactive scatter visualization

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Binary Risk Factors: Diabetes, Hypertension, Smoking

Interactive bar visualization

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Model Performance & Proportional Hazards Check

Interactive table visualization

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AI Insights

Plain-English interpretation of what the numbers mean, what's significant, and what to do next.

Questions?

See our FAQ for details on pricing, data privacy, and how the analysis works. Every report includes a Methodology section showing the statistical test, assumptions checked, and diagnostics run.

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