[2025-09-25T10:48:00.898881] [QUERYOME] Starting research for query 25: '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:
Antral follicle assessment as a tool for predicting outcome in IVF--is it a better predictor than age and FSH? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T10:48:00.973112] [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:
Antral follicle assessment as a tool for predicting outcome in IVF--is it a better predictor than age and FSH? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T10:48:00.974492] Saving text to bench_final/run1/pubmedqa/pubmedqa_24/pi_initial_prompt.txt
[2025-09-25T10:48:00.978458] [PI] Calling o3 for initial analysis...
[2025-09-25T10:48:05.954024] [PI] Reasoning iteration 1
[2025-09-25T10:48:05.955577] [PI] Executing function call 1: hybrid_search
[2025-09-25T10:48:05.958632] [PI] Function arguments: {'query': 'Antral follicle assessment as a tool for predicting outcome in IVF is it a better predictor than age and FSH', 'k': 10, 'faiss_weight': 0.5, 'bm25_weight': 0.5, 'use_rrf': True}
[2025-09-25T10:48:05.960416] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_24/pi_iteration_1_tool_call_3_hybrid_search.json
[2025-09-25T10:48:08.528295] [PI] Function hybrid_search executed successfully
[2025-09-25T10:48:08.530181] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_24/pi_iteration_1_tool_result_3_hybrid_search.json
[2025-09-25T10:48:08.539704] [PI] Continuing reasoning with 1 function responses...
[2025-09-25T10:48:25.386130] [PI] Reasoning iteration 2
[2025-09-25T10:48:25.388493] [PI reasoning] **Evaluating article findings**

I see that the article we need is ranked 2 with PMID 11411430 from 2001, and it matches the title we're looking for. I'll read through the abstract to provide a yes/no/maybe answer based on the conclusion. The abstract suggests that in vitro fertilization outcomes are strongly influenced by factors like maternal age and antral follicle assessment, which seems to indicate a positive outcome. So, I'll respond with "yes," marking it as letter A, as the user prefers.
[2025-09-25T10:48:25.390172] [PI] No function calls found in response
[2025-09-25T10:48:25.393221] [PI] No more function calls - research complete
[2025-09-25T10:48:25.394593] Saving text to bench_final/run1/pubmedqa/pubmedqa_24/pi_final_answer.txt
[2025-09-25T10:48:25.398848] [QUERYOME] Query completed successfully
