Update app.py

app.py

@@ -28,7 +28,7 @@ def download_model():
         print("Downloading BrainAgeNeXt model weights...")
         for i in range(1, 6):
             hf_hub_download(repo_id=REPO_ID, filename=f"BrainAge_{i}.pth", cache_dir=MODEL_DIR)
-        print("✅ BrainAgeNeXt model downloaded successfully.")
+        print("BrainAgeNeXt model downloaded successfully.")
 
 # 🔹 Function to Load Model
 def initialize_model():
@@ -152,7 +152,9 @@ with gr.Blocks() as demo:
     1. La Rosa, F., Dos Santos Silva, J., Dereskewicz, E., Invernizzi, A., Cahan, N., Galasso, J., ... & Beck, E. S. (2025).
     BrainAgeNeXt: Advancing Brain Age Modeling for Individuals with Multiple Sclerosis. Imaging Neuroscience. 
    DOI: [10.1162/imag_a_00487](https://doi.org/10.1162/imag_a_00487)
-    2. Roy, Saikat, et al. "Mednext: transformer-driven scaling of convnets for medical image segmentation." MICCAI, 2023.
+    2. Roy, S., Koehler, G., Ulrich, C., Baumgartner, M., Petersen, J., Isensee, F., Jaeger, P.F. & Maier-Hein, K. (2023).
+       MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation. 
+       International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI).
     """)
 # 🔹 Debugging GPU Environment
 if torch.cuda.is_available():