diff --git a/.github/workflows/continuous-integration-workflow.yml b/.github/workflows/continuous-integration-workflow.yml
index 21d034c..f865256 100644
--- a/.github/workflows/continuous-integration-workflow.yml
+++ b/.github/workflows/continuous-integration-workflow.yml
@@ -34,6 +34,15 @@ jobs:
         shell: bash -l {0}
         run: conda install -c conda-forge tox-conda
 
+      ###############################################################################
+      # tox-conda fixes on Windows (https://github.com/tox-dev/tox-conda/issues/37) #
+      ###############################################################################
+
+      - name: Install fixes for Python 3+ on Windows
+        if: runner.os == 'Windows'
+        shell: bash -l {0}
+        run: pip install scikit-misc
+
       - name: Run pytest 
         shell: bash -l {0}
         run: tox -e pytest
diff --git a/environment.yml b/environment.yml
index a8b8479..1a41f49 100644
--- a/environment.yml
+++ b/environment.yml
@@ -28,5 +28,5 @@ dependencies:
   - tox-conda
   - pip:
     - kernreg
-    - scikit-misc==0.1.3
+    - scikit-misc<=0.1.3
     - scikit-learn
diff --git a/tox.ini b/tox.ini
index e1c8c20..2099fa1 100644
--- a/tox.ini
+++ b/tox.ini
@@ -27,7 +27,7 @@ conda_channels =
 deps =
     kernreg
     scikit-learn
-    scikit-misc==0.1.3
+    scikit-misc<=0.1.3
 commands =
     pytest {posargs}