[2025-09-30T05:48:40.972667] [QUERYOME] Starting research for query 517: '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:
A 24 years old female presented with amenorrhea for 3 months. LH and FSH levels are elevated three times the normal value. What is the next best step? 

Options:
{'A': 'Urinary HCG level', 'B': 'Check serum estradiol levels', 'C': 'Progesterone challenge test and look for withdrawal bleeding', 'D': 'Ultrasound of abdomen and pelvis'}'
[2025-09-30T05:48:41.023657] [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:
A 24 years old female presented with amenorrhea for 3 months. LH and FSH levels are elevated three times the normal value. What is the next best step? 

Options:
{'A': 'Urinary HCG level', 'B': 'Check serum estradiol levels', 'C': 'Progesterone challenge test and look for withdrawal bleeding', 'D': 'Ultrasound of abdomen and pelvis'}'
[2025-09-30T05:48:41.025313] Saving text to bench_final/run1/medmcqa/medmcqa_516/pi_initial_prompt.txt
[2025-09-30T05:48:41.032130] [PI] Calling o3 for initial analysis...
[2025-09-30T05:48:54.860979] [PI] Reasoning iteration 1
[2025-09-30T05:48:54.864620] [PI reasoning] **Assessing amenorrhea case**

I need to tackle a medical question: a 24-year-old female with 3 months of amenorrhea and elevated LH and FSH levels, indicating primary ovarian failure. The next step should be measuring serum estradiol to confirm ovarian estrogen production, which would be low in this case. Alternatively, an ultrasound might be done to examine the ovaries. The guidelines suggest that after excluding pregnancy, if FSH and LH are elevated, we should evaluate karyotype and estrogen levels.
[2025-09-30T05:48:54.867473] [PI] Executing function call 1: hybrid_search
[2025-09-30T05:48:54.869891] [PI] Function arguments: {'query': 'amenorrhea elevated FSH LH next step serum estradiol primary ovarian insufficiency evaluation algorithm', 'k': 10, 'faiss_weight': 0.7, 'bm25_weight': 0.3, 'use_rrf': True}
[2025-09-30T05:48:54.873962] Saving JSON to bench_final/run1/medmcqa/medmcqa_516/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-09-30T05:49:46.447681] [PI] Function hybrid_search executed successfully
[2025-09-30T05:49:46.449723] Saving JSON to bench_final/run1/medmcqa/medmcqa_516/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-09-30T05:49:46.457884] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T05:49:54.289848] [PI] Reasoning iteration 2
[2025-09-30T05:49:54.293579] [PI] Executing function call 1: hybrid_search
[2025-09-30T05:49:54.297193] [PI] Function arguments: {'query': 'diagnosis of primary ovarian insufficiency elevated FSH estradiol low criteria', 'k': 10, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-30T05:49:54.300034] Saving JSON to bench_final/run1/medmcqa/medmcqa_516/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-09-30T05:50:54.700848] [PI] Function hybrid_search executed successfully
[2025-09-30T05:50:54.712927] Saving JSON to bench_final/run1/medmcqa/medmcqa_516/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-09-30T05:50:54.729408] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T05:51:02.425073] [PI] Reasoning iteration 3
[2025-09-30T05:51:02.428837] [PI] No function calls found in response
[2025-09-30T05:51:02.430623] [PI] No more function calls - research complete
[2025-09-30T05:51:02.432880] Saving text to bench_final/run1/medmcqa/medmcqa_516/pi_final_answer.txt
[2025-09-30T05:51:02.467574] [QUERYOME] Query completed successfully
