Add Model Descriptions again

app.py

@@ -57,10 +57,37 @@ def classify(sequence):
     pred = predict_ensemble(protT5_emb, concat, model_protT5, model_cat)
     return "Potential Allergen" if pred.item() == 1 else "Non-Allergen"
 
+description_md = """
+### 📌 **About AllerTrans – An Allergenicity Prediction Tool for Protein Sequences**
+
+**🧬 Input Format – FASTA Sequences**  
+This tool accepts protein sequences in FASTA format
+
+**🧾 Output Explanation**
+
+AllerTrans classifies your input sequence into one of the following categories:
+
+🟢 Non-Allergen:
+The protein is unlikely to cause an allergic reaction and can be considered safe in terms of allergenicity.
+
+🔴 Potential Allergen:
+The protein has the potential to trigger an allergic response or exhibit cross-reactivity in certain individuals. While not all individuals may experience reactions, these proteins cannot be considered safe.
+
+**💡 Accepted Proteins**  
+- Natural and also recombinant proteins  
+
+🔎 **Note of Caution**:  
+While our model demonstrates promising performance—particularly with recombinant proteins, as evidenced by our additional evaluation with a recombinant protein dataset  
+from UniProt—**we advise caution when generalizing the results to all constructs and modifications of recombinant protein**.  The generizability of the model to various recombinant scenarios has not been fully explored.
+
+**⚠️ Disclaimer**  
+Although AllerTrans provides highly accurate predictions, it is intended as a screening tool. For clinical or regulatory decisions, always confirm results with experimental validation.
+"""
 
 demo = gr.Interface(fn=classify,
                     inputs=gr.Textbox(lines=3, placeholder="Enter protein sequence..."),
-                    outputs=gr.Label(label="Prediction"))
+                    outputs=gr.Label(label="Prediction"),
+                    description=description_md))
 
 if __name__ == "__main__":
     demo.launch()