[2025-09-25T11:12:45.415384] [QUERYOME] Starting research for query 89: '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:
Does reducing spasticity translate into functional benefit? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T11:12:45.500216] [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:
Does reducing spasticity translate into functional benefit? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T11:12:45.501650] Saving text to bench_final/run1/pubmedqa/pubmedqa_88/pi_initial_prompt.txt
[2025-09-25T11:12:45.515947] [PI] Calling o3 for initial analysis...
[2025-09-25T11:12:54.369843] [PI] Reasoning iteration 1
[2025-09-25T11:12:54.371457] [PI reasoning] **Evaluating functional benefits of spasticity reduction**

I'm looking at a question about whether reducing spasticity translates into functional benefits. Without an abstract, it’s tricky to evaluate, but I think the answer might be "maybe" due to uncertain evidence. Some studies show improvements with botulinum toxin, yet the overall clarity is lacking. Spasticity management varies, leading to mixed outcomes. In the context of a PubMedQA dataset, I'd lean towards "maybe." I wonder if there's a related paper by Ada or others? A quick hybrid search could help find the abstract!
[2025-09-25T11:12:54.374548] [PI] Executing function call 1: hybrid_search
[2025-09-25T11:12:54.376212] [PI] Function arguments: {'query': 'Does reducing spasticity translate into functional benefit', 'k': 10, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-25T11:12:54.379247] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_88/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-09-25T11:12:57.784542] [PI] Function hybrid_search executed successfully
[2025-09-25T11:12:57.786703] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_88/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-09-25T11:12:57.815914] [PI] Continuing reasoning with 1 function responses...
[2025-09-25T11:13:03.014956] [PI] Reasoning iteration 2
[2025-09-25T11:13:03.016492] [PI] No function calls found in response
[2025-09-25T11:13:03.018957] [PI] No more function calls - research complete
[2025-09-25T11:13:03.020495] Saving text to bench_final/run1/pubmedqa/pubmedqa_88/pi_final_answer.txt
[2025-09-25T11:13:03.025578] [QUERYOME] Query completed successfully
