diff --git a/DESCRIPTION b/DESCRIPTION
index 0a6f58249..f723d97a9 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Type: Package
 Package: modelbased
 Title: Estimation of Model-Based Predictions, Contrasts and Means
-Version: 0.11.1.1
+Version: 0.11.1.2
 Authors@R:
     c(person(given = "Dominique",
              family = "Makowski",
@@ -39,7 +39,7 @@ BugReports: https://github.com/easystats/modelbased/issues
 Depends:
     R (>= 3.6)
 Imports:
-    bayestestR (>= 0.15.3),
+    bayestestR (>= 0.16.0),
     datawizard (>= 1.0.2),
     insight (>= 1.3.0),
     parameters (>= 0.25.0),
@@ -91,6 +91,7 @@ Suggests:
     RWiener,
     sandwich,
     see (>= 0.11.0),
+    survival,
     testthat (>= 3.2.1),
     vdiffr,
     withr
diff --git a/R/format.R b/R/format.R
index 9a2722e89..175bc8042 100644
--- a/R/format.R
+++ b/R/format.R
@@ -661,6 +661,8 @@ format.marginaleffects_contrasts <- function(x, model = NULL, p_adjust = NULL, c
     estimate_name <- tools::toTitleCase(predict_type)
   } else if (!predict_type %in% c("none", "link") && (info$is_binomial || info$is_bernoulli)) {
     estimate_name <- "Probability"
+  } else if (predict_type == "survival" && info$is_survival) {
+    estimate_name <- "Probability"
   } else if (predict_type %in% c("zprob", "zero")) {
     estimate_name <- "Probability"
   } else if (predict_type %in% c("response", "invlink(link)") && (info$is_beta || info$is_orderedbeta)) {
diff --git a/tests/testthat/test-estimate_means.R b/tests/testthat/test-estimate_means.R
index d358b5da8..292d6a9e0 100644
--- a/tests/testthat/test-estimate_means.R
+++ b/tests/testthat/test-estimate_means.R
@@ -464,3 +464,40 @@ test_that("estimate_means, error on invalid type", {
     regex = "The option provided"
   )
 })
+
+
+test_that("estimate_means, coxph-survival", {
+  skip_if_not_installed("survival")
+  model <- survival::coxph(
+    survival::Surv(dtime, death) ~ hormon + age + I(age^2),
+    data = survival::rotterdam
+  )
+  emm <- estimate_means(
+    model,
+    c("dtime=c(1000, 2000, 3000, 4000)", "hormon"),
+    predict = "survival"
+  )
+  expect_named(
+    emm,
+    c("dtime", "hormon", "Probability", "SE", "CI_low", "CI_high", "z")
+  )
+  expect_equal(
+    emm$Probability,
+    c(0.8982, 0.86121, 0.7775, 0.70451, 0.68016, 0.58485, 0.58174, 0.47051),
+    tolerance = 1e-4
+  )
+  emm <- estimate_means(
+    model,
+    "hormon",
+    predict = "risk"
+  )
+  expect_named(
+    emm,
+    c("hormon", "Mean", "SE", "CI_low", "CI_high", "z")
+  )
+  expect_equal(
+    emm$Mean,
+    c(0.82661, 1.15039),
+    tolerance = 1e-4
+  )
+})