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Please cite the following works when using the 'txshift' software package, including both the software tool and any articles describing the software package and statistical methodology.

Hejazi N, Benkeser D (2022). txshift: Efficient estimation of the causal effects of stochastic interventions. doi:10.5281/zenodo.4070042, R package version 0.3.8, https://CRAN.R-project.org/package=txshift.

Hejazi N, Benkeser D (2020). “txshift: Efficient estimation of the causal effects of stochastic interventions in R.” Journal of Open Source Software. doi:10.21105/joss.02447, https://doi.org/10.21105/joss.02447.

Hejazi N, van der Laan M, Janes H, Gilbert P, Benkeser D (2020). “Efficient nonparametric inference on the effects of stochastic interventions under two-phase sampling, with applications to vaccine efficacy trials.” Biometrics. doi:10.1111/biom.13375, https://doi.org/10.1111/biom.13375.

Corresponding BibTeX entries:

  @Manual{,
    title = {{txshift}: Efficient estimation of the causal effects of
      stochastic interventions},
    author = {Nima S Hejazi and David Benkeser},
    year = {2022},
    note = {R package version 0.3.8},
    doi = {10.5281/zenodo.4070042},
    url = {https://CRAN.R-project.org/package=txshift},
  }
  @Article{,
    title = {{txshift}: Efficient estimation of the causal effects of
      stochastic interventions in {R}},
    author = {Nima S Hejazi and David Benkeser},
    year = {2020},
    journal = {Journal of Open Source Software},
    publisher = {The Open Journal},
    doi = {10.21105/joss.02447},
    url = {https://doi.org/10.21105/joss.02447},
  }
  @Article{,
    title = {Efficient nonparametric inference on the effects of
      stochastic interventions under two-phase sampling, with
      applications to vaccine efficacy trials},
    author = {Nima S Hejazi and Mark J {van der Laan} and Holly E Janes
      and Peter B Gilbert and David C Benkeser},
    year = {2020},
    journal = {Biometrics},
    publisher = {Wiley Online Library},
    doi = {10.1111/biom.13375},
    url = {https://doi.org/10.1111/biom.13375},
  }

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.