diff --git a/vignettes/IBD.Rmd b/vignettes/IBD.Rmd
index f27b089..085dd32 100644
--- a/vignettes/IBD.Rmd
+++ b/vignettes/IBD.Rmd
@@ -20,7 +20,8 @@ knitr::opts_chunk$set(
     cache = FALSE,
     dev.args = list(bg = "transparent"),
     out.width = 600,
-    crop = NULL
+    crop = NULL,
+    eval = FALSE
 )
 
 knitr::knit_hooks$set(output = multimedia::ansi_aware_handler)
@@ -298,7 +299,7 @@ confound_ix <- data.frame(
 )
 rho_seq <- seq(-0.5, 0.5, length.out = 10)
 # sensitivity_overall <- sensitivity(model, exper, confound_ix, n_boot = 100, rho_seq = rho_seq, t1 = 1, t2 = 2)
-sensitivity_overall <- readRDS(url("https://go.wisc.edu/331sq1"))
+sensitivity_overall <- read_csv("https://go.wisc.edu/aj4vg9")
 ```
 
 We visualize the results below. Across correlations strengths from -0.5 to 0.5,
@@ -439,7 +440,7 @@ p1 | p2
 
 ```{r}
 confound_ix <- data.frame(
-    mediator = c("Choladousia", "Bilophila", "gCAG103"),
+    mediator = c("gCholadousia", "gBilophila", "gCAG103"),
     outcome = c(
         "m0066_taurine", "m0066_taurine", "m0900_ketodeoxycholate"
     )