diff --git a/main.py b/main.py
index 1387149..7e57b89 100644
--- a/main.py
+++ b/main.py
@@ -465,22 +465,6 @@
         xg_scaler_x = load_scaler("./models/XGBoost/scaler-x.pkl")
         xg_scaler_y = load_scaler("./models/XGBoost/scaler-y.pkl")
 
-    if CATBOOST_ENABLED:
-        catboost_model_x = load_model(
-            "./models/CatBoost/stethoscope_calc_x_best_model.pkl"
-        )
-        catboost_model_y = load_model(
-            "./models/CatBoost/stethoscope_calc_y_best_model.pkl"
-        )
-
-    if NGBOOST_ENABLED:
-        ngboost_model_x = load_model(
-            "./models/NGBoost/stethoscope_calc_x_best_model.pkl"
-        )
-        ngboost_model_y = load_model(
-            "./models/NGBoost/stethoscope_calc_y_best_model.pkl"
-        )
-
     if EARSNET_ENABLED:
         earsnet_predictor = EARSNetPredictor(
             weight_path="models/EARSNet/best_model.pth",