Finalize the model description notes

app.py

@@ -58,27 +58,17 @@ def classify(sequence):
     return "Potential Allergen" if pred.item() == 1 else "Non-Allergen"
 
 description_md = """
-### 📌 **About AllerTrans – An Allergenicity Prediction Tool for Protein Sequences**
+## 📌 **About AllerTrans – A Powerful Tool for Predicting the Allergenicity of Protein Sequences**
 
-**🧬 Input Format – FASTA Sequences**  
-This tool accepts protein sequences in FASTA format
+###### **🧬 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:
+###### **🧾 Output Explanation** – AllerTrans classifies your input sequence into one of the following categories:<be>
+- ###### **🟢 Non-Allergen:** The protein is unlikely to cause an allergic reaction and can be considered safe regarding allergenicity.
+- ###### **🔴 Potential Allergen:** The protein has the potential to trigger an allergic response or exhibit cross-reactivity in some individuals.
+  
+###### **🔎 Caution & Disclaimer:** Our model has demonstrated promising performance on the AlgPred 2.0 validation set, which includes a wide range of allergenic and non-allergenic sequences from diverse sources. AllerTrans is also capable of handling recombinant proteins, as supported by additional evaluation using a recombinant protein dataset from UniProt. However, **we advise caution when using this tool on all constructs and modifications of recombinant proteins**. The model's generalizability across various recombinant scenarios has yet to be fully explored.
 
-**🟢 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 & Disclaimer**:  
-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 proteins**. The generalizability of the model to various recombinant scenarios has not been fully explored.  
-
-AllerTrans is intended as a screening tool. For clinical or regulatory decisions, always confirm results with experimental validation.
+###### 🚨 Remember, AllerTrans is designed as a reliable screening tool. However, for clinical or regulatory decisions, always confirm the prediction results through experimental validation.
 """
 
 demo = gr.Interface(fn=classify,