DOC: Correct punctuation typos in Model Evaluation Section (scikit-learn#32001)

star1327p · web-flow · commit 7cc45810c6c6 · 2025-08-23T11:40:04.000-04:00
diff --git a/doc/modules/model_evaluation.rst b/doc/modules/model_evaluation.rst
@@ -706,7 +706,7 @@ defined as:
 With ``adjusted=True``, balanced accuracy reports the relative increase from
 :math:`\texttt{balanced-accuracy}(y, \mathbf{0}, w) =
 \frac{1}{n\_classes}`.  In the binary case, this is also known as
-`*Youden's J statistic* <https://en.wikipedia.org/wiki/Youden%27s_J_statistic>`_,
+`Youden's J statistic <https://en.wikipedia.org/wiki/Youden%27s_J_statistic>`_,
 or *informedness*.
 
 .. note::
@@ -717,7 +717,7 @@ or *informedness*.
 
     * Our definition: [Mosley2013]_, [Kelleher2015]_ and [Guyon2015]_, where
       [Guyon2015]_ adopt the adjusted version to ensure that random predictions
-      have a score of :math:`0` and perfect predictions have a score of :math:`1`..
+      have a score of :math:`0` and perfect predictions have a score of :math:`1`.
     * Class balanced accuracy as described in [Mosley2013]_: the minimum between the precision
       and the recall for each class is computed. Those values are then averaged over the total
       number of classes to get the balanced accuracy.
