Update app.py

app.py

@@ -190,15 +190,9 @@ def process_pdf(uploaded_file, llm_model, n_criteria = num_criteria):
     peer_journal_result = nlp_methods.find_journal_name(journal_result, peer_review_journals_list)
 
     registration_result = nlp_methods.check_registration()
-
-    # Convert your asynchronous operations into a synchronous context using asyncio.run
-    async def async_evaluation():
-        # This assumes that evaluate_with_llm_async is an async version of your method
-        return await pdf_criteria_query.evaluate_with_llm_async(registration_result, peer_journal_result, eq_journal_result, queries)
-
         
     # Evaluate with OpenAI model
-    total_score, criteria_met, score_percentage, reasoning = asyncio.run(async_evaluation())
+    total_score, criteria_met, score_percentage, reasoning = pdf_criteria_query.evaluate_with_llm_async(registration_result, peer_journal_result, eq_journal_result, queries)
 
     reasoning_html = "<ul>"
     for query, reason in zip(criteria, reasoning):