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.pre-commit-config.yaml

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- id: check-docstring-first
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- id: check-case-conflict
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- id: check-added-large-files
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args: ["--maxkb=1000", "--enforce-all"]
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args: ["--maxkb=2000", "--enforce-all"]
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- id: detect-private-key
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- id: debug-statements
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README.md

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<p align="center">
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<img src="https://github.com/Novartis/torchsurv/blob/main/docs/source/logo_firecamp.png" width="300">
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<img src=docs/source/logo_firecamp.png width="200">
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</p>
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# Deep survival analysis made easy
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[![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/torchsurv.svg?label=Conda%20downloads)](
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https://anaconda.org/conda-forge/torchsurv)
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![CodeQC](https://github.com/Novartis/torchsurv/actions/workflows/codeqc.yml/badge.svg?branch=main)
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![Docs](https://github.com/Novartis/torchsurv/actions/workflows/docs.yml/badge.svg?branch=main)
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[![CodeFactor](https://www.codefactor.io/repository/github/novartis/torchsurv/badge/main)](https://www.codefactor.io/repository/github/novartis/torchsurv/overview/main)
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The outputs of both the log-likelihood functions and the evaluation metrics functions have **undergone thorough comparison with benchmarks generated** using `Python` and `R` packages. The comparisons (at time of publication) are summarised in the [Related packages summary](https://opensource.nibr.com/torchsurv/benchmarks.html).
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![Survival analysis libraries in Python](https://github.com/Novartis/torchsurv/blob/main/docs/source/table_python_benchmark.png)
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![Survival analysis libraries in Python](https://github.com/Novartis/torchsurv/blob/main/docs/source/table_python_benchmark_legend.png)
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![Survival analysis libraries in Python](/docs/source/table_python_benchmark.png)
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![Survival analysis libraries in Python](/docs/source/table_python_benchmark_legend.png)
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Survival analysis libraries in R. For obtaining the evaluation metrics, packages `survival`, `riskRegression`, `SurvMetrics` and `pec` require the fitted model object as input (a specific object format) and `RisksetROC` imposes a smoothing method. Packages `timeROC`, `riskRegression` and pec force the user to choose a form for subject-specific
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weights (e.g., inverse probability of censoring weighting (IPCW)). Packages `survcomp` and `SurvivalROC` do not implement the general AUC but the censoring-adjusted AUC estimator proposed by Heagerty et al. (2000).
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![Survival analysis libraries in R](https://github.com/Novartis/torchsurv/blob/main/docs/source/table_r_benchmark.png)
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![Survival analysis libraries in R](/docs/source/table_r_benchmark.png)
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## Disclaimer Regarding the Catalog of Regulatory Science Tools
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## Contacts
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* [Thibaud Coroller](mailto:[email protected]?subject=TorchSurv) (**Novartis**): `(creator, maintainer)`
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* [Mélodie Monod](mailto:[email protected]?subject=TorchSurv) (**Imperial College London**): `(creator, maintainer)`
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* [Mélodie Monod](mailto:[email protected]?subject=TorchSurv) (**University Paris Dauphine - PSL**): `(creator, maintainer)`
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* [Peter Krusche](mailto:[email protected]?subject=TorchSurv) (**Novartis**): `(author, maintainer)`
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* [Qian Cao](mailto:[email protected]?subject=TorchSurv) (**FDA**): `(author, maintainer)`
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docs/source/logo_banner.png

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docs/source/logo_firecamp.png

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docs/source/logo_firecamp_v1.png

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