[2025-09-30T03:36:13.592664] [QUERYOME] Starting research for query 453: '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:
Which material undergoes hysteresis? 

Options:
{'A': 'Irreversible hydrocolloid', 'B': 'Reversible hydrocolloid', 'C': 'Impression plaster', 'D': 'Metallic oxide paste'}'
[2025-09-30T03:36:13.662194] [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:
Which material undergoes hysteresis? 

Options:
{'A': 'Irreversible hydrocolloid', 'B': 'Reversible hydrocolloid', 'C': 'Impression plaster', 'D': 'Metallic oxide paste'}'
[2025-09-30T03:36:13.663808] Saving text to bench_final/run1/medmcqa/medmcqa_452/pi_initial_prompt.txt
[2025-09-30T03:36:13.668847] [PI] Calling o3 for initial analysis...
[2025-09-30T03:36:18.047192] [PI] Reasoning iteration 1
[2025-09-30T03:36:18.048993] [PI] Executing function call 1: hybrid_search
[2025-09-30T03:36:18.065091] [PI] Function arguments: {'query': 'hysteresis reversible hydrocolloid agar impression material gelation liquefaction temperature lag hysteresis definition dental', 'k': 5, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-30T03:36:18.068144] Saving JSON to bench_final/run1/medmcqa/medmcqa_452/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-09-30T03:37:16.849872] [PI] Function hybrid_search executed successfully
[2025-09-30T03:37:16.852737] Saving JSON to bench_final/run1/medmcqa/medmcqa_452/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-09-30T03:37:16.859506] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T03:37:20.818397] [PI] Reasoning iteration 2
[2025-09-30T03:37:20.820422] [PI] Executing function call 1: hybrid_search
[2025-09-30T03:37:20.823207] [PI] Function arguments: {'query': 'hysteresis agar hydrocolloid impression material gelation liquefaction temperatures dental hysteresis agar', 'k': 10, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-30T03:37:20.824929] Saving JSON to bench_final/run1/medmcqa/medmcqa_452/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-09-30T03:38:16.147997] [PI] Function hybrid_search executed successfully
[2025-09-30T03:38:16.150391] Saving JSON to bench_final/run1/medmcqa/medmcqa_452/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-09-30T03:38:16.157539] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T03:38:22.245700] [PI] Reasoning iteration 3
[2025-09-30T03:38:22.248124] [PI] Executing function call 1: hybrid_search
[2025-09-30T03:38:22.249944] [PI] Function arguments: {'query': "dental impression hysteresis reversible hydrocolloid agar 'hysteresis' 'gelation' 'liquefaction'", 'k': 10, 'faiss_weight': 0.5, 'bm25_weight': 0.5, 'use_rrf': True}
[2025-09-30T03:38:22.252329] Saving JSON to bench_final/run1/medmcqa/medmcqa_452/pi_iteration_3_tool_call_2_hybrid_search.json
[2025-09-30T03:39:11.744566] [PI] Function hybrid_search executed successfully
[2025-09-30T03:39:11.749639] Saving JSON to bench_final/run1/medmcqa/medmcqa_452/pi_iteration_3_tool_result_2_hybrid_search.json
[2025-09-30T03:39:11.758954] [PI] Continuing reasoning with 1 function responses...
[2025-09-30T03:39:21.273939] [PI] Reasoning iteration 4
[2025-09-30T03:39:21.275515] [PI] No function calls found in response
[2025-09-30T03:39:21.278749] [PI] No more function calls - research complete
[2025-09-30T03:39:21.280600] Saving text to bench_final/run1/medmcqa/medmcqa_452/pi_final_answer.txt
[2025-09-30T03:39:21.287316] [QUERYOME] Query completed successfully
