[2025-09-25T13:23:31.369342] [QUERYOME] Starting research for query 469: '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:
Do healthier lifestyles lead to less utilization of healthcare resources? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T13:23:31.443494] [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:
Do healthier lifestyles lead to less utilization of healthcare resources? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T13:23:31.446785] Saving text to bench_final/run1/pubmedqa/pubmedqa_468/pi_initial_prompt.txt
[2025-09-25T13:23:31.451177] [PI] Calling o3 for initial analysis...
[2025-09-25T13:23:37.212689] [PI] Reasoning iteration 1
[2025-09-25T13:23:37.214362] [PI] Executing function call 1: hybrid_search
[2025-09-25T13:23:37.218528] [PI] Function arguments: {'query': 'healthy lifestyle factors healthcare utilization lower use of health services study', 'k': 10, 'faiss_weight': 0.7, 'bm25_weight': 0.3, 'use_rrf': True}
[2025-09-25T13:23:37.221211] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_468/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-09-25T13:23:39.646225] [PI] Function hybrid_search executed successfully
[2025-09-25T13:23:39.648653] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_468/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-09-25T13:23:39.659533] [PI] Continuing reasoning with 1 function responses...
[2025-09-25T13:23:51.509607] [PI] Reasoning iteration 2
[2025-09-25T13:23:51.512472] [PI reasoning] **Analyzing healthcare resource utilization**

I've found an article titled "Do healthier lifestyles lead to less utilization of healthcare resources?" The abstract indicates that while healthy lifestyles boost the use of preventive services, they do not significantly reduce outpatient visits. In fact, those who exercise regularly and monitor their blood pressure may actually increase their outpatient visits. So, it seems the study suggests that healthier lifestyles do not lead to less utilization of healthcare resources; rather, preventive visits increase without reducing outpatient visits.
[2025-09-25T13:23:51.514544] [PI] Executing function call 1: hybrid_search
[2025-09-25T13:23:51.517211] [PI] Function arguments: {'query': 'Do healthier lifestyles lead to less utilization of healthcare resources conclusion', 'k': 5, 'faiss_weight': 0.7, 'bm25_weight': 0.3, 'use_rrf': True}
[2025-09-25T13:23:51.518689] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_468/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-09-25T13:23:52.308646] [PI] Function hybrid_search executed successfully
[2025-09-25T13:23:52.311664] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_468/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-09-25T13:23:52.316938] [PI] Continuing reasoning with 1 function responses...
[2025-09-25T13:23:59.964383] [PI] Reasoning iteration 3
[2025-09-25T13:23:59.966533] [PI] No function calls found in response
[2025-09-25T13:23:59.968033] [PI] No more function calls - research complete
[2025-09-25T13:23:59.969212] Saving text to bench_final/run1/pubmedqa/pubmedqa_468/pi_final_answer.txt
[2025-09-25T13:23:59.973982] [QUERYOME] Query completed successfully
