Update README.md

README.md

@@ -4,9 +4,9 @@ By Laura B. Balzer (laura.balzer@berkeley.edu), Erica Cai, 	Lucas Godoy Garraza,
 
 ArXiv: https://arxiv.org/abs/2210.17453
 
-For demonstration using real data from ACTG Study 175, please see the `vignette.Rmd`. The vignette also includes references to other applications using APS with TMLE and the statistical analysis plan for those applications.
+For demonstration using real data from ACTG Study 175, please see the `vignette.Rmd`. The vignette also includes references to other applications using APS with TMLE and the Statistical Analysis Plan (SAP) for those applications.
 
-To reproduce the experiments as seen in the paper: 
+To reproduce the simulation study as seen in the paper: 
 1. Adjust inputs in ``Main.R`` by specifying the sample size, type of outcome (continuous or binary), data generating process for the simulated data, presence of effect, stratification, number of replications, number of folds for cross validation.
 2. Run ``Rscript Main.R``. This results in a table computing metrics for all estimators stored in the ``OUTPUT`` folder. 
 3. Run ``Rscript MakePretty.R`` to reproduce the plots and tables as seen in the paper.