diff --git a/LICENSE b/LICENSE
index e8d5947..a4df98f 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2022 DECAR Systems Group
+Copyright (c) 2022 DECAR
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/pykoop/koopman_pipeline.py b/pykoop/koopman_pipeline.py
index 18f1d8b..80ad541 100644
--- a/pykoop/koopman_pipeline.py
+++ b/pykoop/koopman_pipeline.py
@@ -2821,7 +2821,9 @@ def make_scorer(
             an error has occured in estimator fitting. If set to ``'raise'``, a
             :class:`ValueError` is raised. If a numerical value is given, a
             :class:`sklearn.exceptions.FitFailedWarning` warning is raised and
-            the specified score is returned.
+            the specified score is returned. The error score defines the worst
+            possible score. If a score is finite but lower than the error
+            score, the error score will be returned instead.
 
         multistep : bool
             If true, predict using :func:`predict_trajectory`. Otherwise,
@@ -3204,7 +3206,9 @@ def score_trajectory(
         error has occured in estimator fitting. If set to ``'raise'``, a
         :class:`ValueError` is raised. If a numerical value is given, a
         :class:`sklearn.exceptions.FitFailedWarning` warning is raised and the
-        specified score is returned.
+        specified score is returned. The error score defines the worst possible
+        score. If a score is finite but lower than the error score, the error
+        score will be returned instead.
 
     min_samples : int
         Number of samples in initial condition.
@@ -3298,6 +3302,13 @@ def score_trajectory(
     # Invert losses
     if regression_metric not in greater_is_better:
         score *= -1
+    # If score is worse than error score, return that.
+    if np.isfinite(error_score) and (score < error_score):
+        warnings.warn(
+            f'Score `score={score}` is finite, but is lower than error '
+            f'score `error_score={error_score}`. Returning error score.',
+            sklearn.exceptions.FitFailedWarning)
+        return error_score
     return score
 
 
diff --git a/tests/test_koopman_pipeline.py b/tests/test_koopman_pipeline.py
index 2762359..9d8c34a 100644
--- a/tests/test_koopman_pipeline.py
+++ b/tests/test_koopman_pipeline.py
@@ -560,6 +560,22 @@ class TestKoopmanPipelineScore:
                 False,
                 None,
             ),
+            # Finite score worse than error score should return error score.
+            (
+                np.array([
+                    [1e-2, 1e-3],
+                ]).T,
+                np.array([
+                    [1e5, 1e6],
+                ]).T,
+                None,
+                1,
+                'neg_mean_squared_error',
+                -100,
+                1,
+                False,
+                -100,
+            ),
         ],
     )
     def test_score_trajectory(