Skip to content

RISCA

Causal Inference and Prediction in Cohort-Based Analyses

v1.0.7 · Feb 21, 2025 · GPL (>= 2)

Description

Numerous functions for cohort-based analyses, either for prediction or causal inference. For causal inference, it includes Inverse Probability Weighting and G-computation for marginal estimation of an exposure effect when confounders are expected. We deal with binary outcomes, times-to-events, competing events, and multi-state data. For multistate data, semi-Markov model with interval censoring may be considered, and we propose the possibility to consider the excess of mortality related to the disease compared to reference lifetime tables. For predictive studies, we propose a set of functions to estimate time-dependent receiver operating characteristic (ROC) curves with the possible consideration of right-censoring times-to-events or the presence of confounders. Finally, several functions are available to assess time-dependent ROC curves or survival curves from aggregated data.

Downloads

479

Last 30 days

8124th

1.5K

Last 90 days

30.1K

Last year

Trend: +4.4% (30d vs prior 30d)

CRAN Check Status

14 OK
Show all 14 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (1)

imports

Dependency Network

Dependencies Reverse dependencies survival relsurv reticulate tune nlme MASS mvtnorm statmod doParallel foreach nnet kernlab glmnet caret SuperLearner +3 more dependencies survivalPLANN RISCA

Version History

new 1.0.7 Mar 10, 2026
updated 1.0.7 ← 1.0.6 diff Feb 20, 2025
updated 1.0.6 ← 1.0.5 diff Jan 19, 2025
updated 1.0.5 ← 1.0.4 diff Mar 21, 2024
updated 1.0.4 ← 1.0.3 diff Mar 21, 2023
updated 1.0.3 ← 1.0.1 diff Nov 20, 2022
updated 1.0.1 ← 0.9 diff May 1, 2022
updated 0.9 ← 0.8.2 diff Nov 17, 2020
updated 0.8.2 ← 0.8.1 diff Apr 4, 2020
updated 0.8.1 ← 0.8 diff Mar 30, 2020
new 0.8 Aug 4, 2019