[2025-09-25T10:46:40.374828] [QUERYOME] Starting research for query 22: 'Instructions: 
 Answer the question below. Please respond with the option letter (A, B, or C) first. (HINT: Each PubMedQA instance is composed of (1) a question which is either an existing research article title or derived from one, (2) a context which is the corresponding abstract without its conclusion, (3) a long answer, which is the conclusion of the abstract and, presumably, answers the research question, and (4) a yes/no/maybe answer which summarizes the conclusion.) 

Question:
Pulmonary valve replacement in adults late after repair of tetralogy of fallot: are we operating too late? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T10:46:40.444667] [PI] Starting research for query: 'Instructions: 
 Answer the question below. Please respond with the option letter (A, B, or C) first. (HINT: Each PubMedQA instance is composed of (1) a question which is either an existing research article title or derived from one, (2) a context which is the corresponding abstract without its conclusion, (3) a long answer, which is the conclusion of the abstract and, presumably, answers the research question, and (4) a yes/no/maybe answer which summarizes the conclusion.) 

Question:
Pulmonary valve replacement in adults late after repair of tetralogy of fallot: are we operating too late? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T10:46:40.446167] Saving text to bench_final/run1/pubmedqa/pubmedqa_21/pi_initial_prompt.txt
[2025-09-25T10:46:40.473818] [PI] Calling o3 for initial analysis...
[2025-09-25T10:46:58.313671] [PI] Reasoning iteration 1
[2025-09-25T10:46:58.315228] [PI reasoning] **Evaluating timing for surgery**

It looks like I need to address the question about pulmonary valve replacement in adults after tetralogy of Fallot repair. The question is if we're operating too late, and I think the answer might lean towards "yes" based on knowledge from related studies. I remember a paper suggests that late pulmonary valve replacement could lead to incomplete recovery and that earlier intervention might be better. So, confirming that my answer would be "yes" regarding timing.
[2025-09-25T10:46:58.318094] [PI] Executing function call 1: hybrid_search
[2025-09-25T10:46:58.319655] [PI] Function arguments: {'query': 'Pulmonary valve replacement in adults late after repair of tetralogy of Fallot: are we operating too late', 'k': 5, 'faiss_weight': 0.3, 'bm25_weight': 0.7, 'use_rrf': True}
[2025-09-25T10:46:58.321213] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_21/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-09-25T10:46:58.816066] [PI] Function hybrid_search executed successfully
[2025-09-25T10:46:58.818931] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_21/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-09-25T10:46:58.824276] [PI] Continuing reasoning with 1 function responses...
[2025-09-25T10:47:15.216034] [PI] Reasoning iteration 2
[2025-09-25T10:47:15.218420] [PI] No function calls found in response
[2025-09-25T10:47:15.220046] [PI] No more function calls - research complete
[2025-09-25T10:47:15.221729] Saving text to bench_final/run1/pubmedqa/pubmedqa_21/pi_final_answer.txt
[2025-09-25T10:47:15.226717] [QUERYOME] Query completed successfully
