[2025-10-01T06:28:58.432553] [QUERYOME] Starting research for query 1254: '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 35 years old female patient present with hearing loss with improvement in hearing in noisy environment. On examination Rinne's is negative and weber's is centralized. Following is the audiometry repo. What is the most likely diagnosis: 

Options:
{'A': "Meniere's disease", 'B': 'Perilymph fistula', 'C': 'Stapedial Otosclerosis', 'D': 'Vestibular Schwannoma'}'
[2025-10-01T06:28:58.487224] [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 35 years old female patient present with hearing loss with improvement in hearing in noisy environment. On examination Rinne's is negative and weber's is centralized. Following is the audiometry repo. What is the most likely diagnosis: 

Options:
{'A': "Meniere's disease", 'B': 'Perilymph fistula', 'C': 'Stapedial Otosclerosis', 'D': 'Vestibular Schwannoma'}'
[2025-10-01T06:28:58.489029] Saving text to bench_final/run1/medmcqa/medmcqa_1253/pi_initial_prompt.txt
[2025-10-01T06:28:58.494534] [PI] Calling o3 for initial analysis...
[2025-10-01T06:29:01.691654] [PI] Reasoning iteration 1
[2025-10-01T06:29:01.694743] [PI] Executing function call 1: hybrid_search
[2025-10-01T06:29:01.697630] [PI] Function arguments: {'query': 'paracusis willisii improvement of hearing in noisy environment characteristic of otosclerosis conductive hearing loss carhart notch', 'k': 5, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-10-01T06:29:01.699362] Saving JSON to bench_final/run1/medmcqa/medmcqa_1253/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-10-01T06:29:10.113998] [PI] Function hybrid_search executed successfully
[2025-10-01T06:29:10.117043] Saving JSON to bench_final/run1/medmcqa/medmcqa_1253/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-10-01T06:29:10.123340] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T06:29:13.682221] [PI] Reasoning iteration 2
[2025-10-01T06:29:13.683927] [PI] Executing function call 1: hybrid_search
[2025-10-01T06:29:13.687230] [PI] Function arguments: {'query': 'paracusis willisii otosclerosis', 'k': 10, 'faiss_weight': 0.4, 'bm25_weight': 0.6, 'use_rrf': True}
[2025-10-01T06:29:13.689014] Saving JSON to bench_final/run1/medmcqa/medmcqa_1253/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-10-01T06:29:17.995414] [PI] Function hybrid_search executed successfully
[2025-10-01T06:29:17.998046] Saving JSON to bench_final/run1/medmcqa/medmcqa_1253/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-10-01T06:29:18.009194] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T06:29:22.758062] [PI] Reasoning iteration 3
[2025-10-01T06:29:22.759718] [PI] No function calls found in response
[2025-10-01T06:29:22.763306] [PI] No more function calls - research complete
[2025-10-01T06:29:22.765103] Saving text to bench_final/run1/medmcqa/medmcqa_1253/pi_final_answer.txt
[2025-10-01T06:29:22.770012] [QUERYOME] Query completed successfully
