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Description

Joint Inference for Competing Risks Data Using Multiple Endpoints.

Tools for competing risks trials that allow simultaneous inference on recovery and mortality endpoints. Provides data preparation helpers, standard cumulative incidence estimators (restricted mean time gained/lost), and severity weighted extensions that integrate longitudinal ordinal outcomes to summarise treatment benefit. Methods follow Wen, Hu, and Wang (2023) Biometrics 79(3):1635-1645 <doi:10.1111/biom.13752>.

This package can be installed via devtools::install_github("cathyzzzhang/jointCompRisk") Meanwhile, there is also a dashboard version: https://ihpte0-wenqing-zhang.shinyapps.io/jointcompriskdash/

This package estimates the chance of each outcome over time (cumulative incidence functions) and performs joint inference so you can compare and combine outcomes instead of picking just one. It summarizes treatment benefit as restricted mean time gained for recovery (RMLT1) and restricted mean time lost to mortality (RMLT2), and also supports severity/quality-of-life weighted extensions (WRMLT1/WRMLT2). Results come with uncertainty intervals, plots, and reproducible examples (including COVID-19 trials)

Original work by Jiyang et al. was published in Biometrics, Volume 79, Issue 3, September 2023, Pages 1635–1645. https://academic.oup.com/biometrics/article/79/3/1635/7513812?login=false.

Metadata

Version

0.1.1

License

Unknown

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