RsqMed

Total Mediation Effect Size Measure for High-Dimensional Mediators

CRAN Package

An implementation of calculating the R-squared measure as a total mediation effect size measure and its confidence interval for moderate- or high-dimensional mediator models. It gives an option to filter out non-mediators using variable selection methods. The original R package is directly related to the paper Yang et al (2021) "Estimation of mediation effect for high-dimensional omics mediators with application to the Framingham Heart Study" doi:10.1101/774877. The new version contains a choice of using cross-fitting, which is computationally faster. The details of the cross-fitting method are available in the paper Xu et al (2023) "Speeding up interval estimation for R2-based mediation effect of high-dimensional mediators via cross-fitting" doi:10.1101/2023.02.06.527391.

  • Version1.1
  • R version≥ 3.5.0
  • LicenseGPL-3
  • Needs compilation?No
  • Last release11/14/2023

Team


Insights

Last 30 days

This package has been downloaded 126 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3 times.

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0 downloadsMar 9, 2025
0 downloadsMar 10, 2025
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3 downloadsMar 12, 2025
6 downloadsMar 13, 2025
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5 downloadsMar 18, 2025
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0 downloadsApr 11, 2025
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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 1,834 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Sep 11, 2024 with 23 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

  • Imports2 packages