diff --git a/docs/examples/example_reuse.ipynb b/docs/examples/example_reuse.ipynb
index ad9542f..4d49768 100644
--- a/docs/examples/example_reuse.ipynb
+++ b/docs/examples/example_reuse.ipynb
@@ -187,7 +187,7 @@
     "Given that we know have an already trained outcome model, we can reuse\n",
     "for another 'kind' of {class}`~metalearners.rlearner.RLearner` on the\n",
     "same data. Concretely, we will now want to use a different\n",
-    "``propensity_model_factory`` and ``nuisance_model_factory``. Note that\n",
+    "``propensity_model_factory`` and ``treatment_model_factory``. Note that\n",
     "this time, we do not specify a ``nuisance_model_factory`` in the\n",
     "initialization of the {class}`~metalearners.rlearner.RLearner` since\n",
     "the {class}`~metalearners.rlearner.RLearner` only relies on a single\n",