gFormulaMI

G-Formula for Causal Inference via Multiple Imputation

CRAN Package

Implements the G-Formula method for causal inference with time-varying treatments and confounders using Bayesian multiple imputation methods, as described by Bartlett, Olarte Parra and Daniel (2023) doi:10.48550/arXiv.2301.12026. It creates multiple synthetic imputed datasets under treatment regimes of interest using the 'mice' package. These can then be analysed using rules developed for analysing multiple synthetic datasets.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 164 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 5 times.

Sun
Mon
Tue
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0 downloadsMar 2, 2025
5 downloadsMar 3, 2025
12 downloadsMar 4, 2025
5 downloadsMar 5, 2025
4 downloadsMar 6, 2025
5 downloadsMar 7, 2025
3 downloadsMar 8, 2025
3 downloadsMar 9, 2025
4 downloadsMar 10, 2025
10 downloadsMar 11, 2025
3 downloadsMar 12, 2025
3 downloadsMar 13, 2025
4 downloadsMar 14, 2025
7 downloadsMar 15, 2025
5 downloadsMar 16, 2025
5 downloadsMar 17, 2025
1 downloadsMar 18, 2025
9 downloadsMar 19, 2025
12 downloadsMar 20, 2025
10 downloadsMar 21, 2025
5 downloadsMar 22, 2025
7 downloadsMar 23, 2025
6 downloadsMar 24, 2025
4 downloadsMar 25, 2025
5 downloadsMar 26, 2025
4 downloadsMar 27, 2025
3 downloadsMar 28, 2025
7 downloadsMar 29, 2025
6 downloadsMar 30, 2025
2 downloadsMar 31, 2025
5 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
1
12

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 2,084 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Jan 24, 2025 with 36 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports1 package
  • Suggests3 packages