Package: CICI 0.9.3
Michael Schomaker
CICI: Causal Inference with Continuous (Multiple Time Point) Interventions
Estimation of counterfactual outcomes for multiple values of continuous interventions at different time points, and plotting of causal dose-response curves. Details are given in Schomaker, McIlleron, Denti, Diaz (2024) <doi:10.48550/arXiv.2305.06645>.
Authors:
CICI_0.9.3.tar.gz
CICI_0.9.3.tar.gz(r-4.5-noble)CICI_0.9.3.tar.gz(r-4.4-noble)
CICI_0.9.3.tgz(r-4.4-emscripten)CICI_0.9.3.tgz(r-4.3-emscripten)
CICI.pdf |CICI.html✨
CICI/json (API)
| # Install 'CICI' in R: |
| install.packages('CICI', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 22 days agofrom:2e2a228886. Checks:OK: 2. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 03 2024 |
| R-4.5-linux | OK | Nov 03 2024 |
Exports:custom.measurefit.updated.formulasgformulamake.model.formulasmi.bootmodel.formulas.updatemodel.updateplot.gformulaprint.gformulaprop
Dependencies:clicodetoolscolorspacedigestdoParalleldoRNGfansifarverforeachggplot2glmnetgluegtableisobanditeratorslabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerRcppRcppEigenrlangrngtoolsscalesshapesurvivaltibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Causal Inference with Continuous (Multiple Time Point) Interventions | CICI |
| Custom estimands after applying 'gformula' | custom.measure |
| Pharmacoepidemiological HIV treatment data | EFV |
| Pharmacoepidemiological HIV treatment data | EFVfull |
| Fit models after screening | fit.updated.formulas |
| Parametric g-formula for continuous multiple time point interventions | gformula |
| Compose appropriate model formulas | make.model.formulas |
| Obtaining estimates from multiply imputed data | mi.boot |
| Update model formulas based on variable screening | model.formulas.update |
| Update GAM models | model.update |
| Plot dose-response curves | plot.gformula |