[2025-09-30T08:56:40.571944] [QUERYOME] Starting research for query 606: 'Instructions: 
 Answer the question below. First, respond with the single best option letter (A, B, C, or D). Then provide a concise reasoning (1–3 sentences). Use both the retrieved evidence and your own medical knowledge to choose the most accurate answer. 

Question:
All are true about polycystic ovarian disease except: 

Options:
{'A': 'Persistently elevated LH', 'B': 'Increased LH/FSH ratio', 'C': 'Increased Dheas', 'D': 'Increased prolactin'}'
[2025-09-30T08:56:40.646788] [PI] Starting research for query: 'Instructions: 
 Answer the question below. First, respond with the single best option letter (A, B, C, or D). Then provide a concise reasoning (1–3 sentences). Use both the retrieved evidence and your own medical knowledge to choose the most accurate answer. 

Question:
All are true about polycystic ovarian disease except: 

Options:
{'A': 'Persistently elevated LH', 'B': 'Increased LH/FSH ratio', 'C': 'Increased Dheas', 'D': 'Increased prolactin'}'
[2025-09-30T08:56:40.648409] Saving text to bench_final/run1/medmcqa/medmcqa_605/pi_initial_prompt.txt
[2025-09-30T08:56:40.653026] [PI] Calling o3 for initial analysis...
[2025-09-30T08:56:49.234041] [PI] Reasoning iteration 1
[2025-09-30T08:56:49.236936] [PI reasoning] **Reviewing PCOD features**

I’m tackling a multiple-choice question about PCOD and need to provide reasoning for my answer. Typical features include elevated LH and LH/FSH ratios, increased androgens like DHEAS, and that prolactin can be mildly elevated but isn’t characteristic. However, since the question says "all are true except," the false statement is likely about increased prolactin. While it can be slightly elevated in some cases, it’s not the norm. So, I’ll choose option D. I might want to gather some evidence to back me up, so let’s search for information on PCOS and prolactin levels.
[2025-09-30T08:56:49.238597] [PI] Executing function call 1: hybrid_search
[2025-09-30T08:56:49.240573] [PI] Function arguments: {'query': 'polycystic ovarian syndrome prolactin levels elevated', 'k': 5, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-30T08:56:49.244644] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-09-30T08:57:39.757447] [PI] Function hybrid_search executed successfully
[2025-09-30T08:57:39.759000] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-09-30T08:57:39.767065] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T08:57:44.611883] [PI] Reasoning iteration 2
[2025-09-30T08:57:44.613552] [PI] Executing function call 1: hybrid_search
[2025-09-30T08:57:44.615594] [PI] Function arguments: {'query': 'PCOS elevated LH FSH ratio typical feature review', 'k': 5, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-30T08:57:44.618191] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-09-30T08:58:17.798655] [PI] Function hybrid_search executed successfully
[2025-09-30T08:58:17.800151] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-09-30T08:58:17.830565] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T08:58:21.861557] [PI] Reasoning iteration 3
[2025-09-30T08:58:21.863400] [PI] Executing function call 1: hybrid_search
[2025-09-30T08:58:21.864991] [PI] Function arguments: {'query': 'PCOS elevated DHEAS dehydroepiandrosterone sulfate levels', 'k': 5, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-30T08:58:21.867394] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_3_tool_call_2_hybrid_search.json
[2025-09-30T08:59:03.090019] [PI] Function hybrid_search executed successfully
[2025-09-30T08:59:03.093018] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_3_tool_result_2_hybrid_search.json
[2025-09-30T08:59:03.109421] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T08:59:08.629725] [PI] Reasoning iteration 4
[2025-09-30T08:59:08.632718] [PI] Executing function call 1: hybrid_search
[2025-09-30T08:59:08.634552] [PI] Function arguments: {'query': 'polycystic ovary syndrome diagnosis elevated prolactin not a feature', 'k': 5, 'faiss_weight': 0.7, 'bm25_weight': 0.3, 'use_rrf': True}
[2025-09-30T08:59:08.637177] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_4_tool_call_2_hybrid_search.json
[2025-09-30T08:59:46.264238] [PI] Function hybrid_search executed successfully
[2025-09-30T08:59:46.266752] Saving JSON to bench_final/run1/medmcqa/medmcqa_605/pi_iteration_4_tool_result_2_hybrid_search.json
[2025-09-30T08:59:46.272023] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T08:59:57.023388] [PI] Reasoning iteration 5
[2025-09-30T08:59:57.025076] [PI] No function calls found in response
[2025-09-30T08:59:57.027439] [PI] No more function calls - research complete
[2025-09-30T08:59:57.029049] Saving text to bench_final/run1/medmcqa/medmcqa_605/pi_final_answer.txt
[2025-09-30T08:59:57.037003] [QUERYOME] Query completed successfully
