diff --git a/anonymizer_core_refactored_onnx.py b/anonymizer_core_refactored_onnx.py
index f07a3ca..8056f9b 100644
--- a/anonymizer_core_refactored_onnx.py
+++ b/anonymizer_core_refactored_onnx.py
@@ -2343,6 +2343,10 @@ def _cross_validate_name_candidates(
         if strength == "high":
             # Toujours accepter les champs DPI structurés
             accepted = True
+        elif cand.bypass_stopwords:
+            # Force names (contexte Dr/Mme confirmé) → toujours accepter
+            # même si c'est un stop-word (ex: Dr MASSE, Dr GRAND)
+            accepted = True
         elif strength == "medium":
             if is_ner_confirmed:
                 accepted = True