[2025-09-29T16:36:32.714356] [QUERYOME] Starting research for query 146: '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 of the following is not used for making indirect wax pattern? 

Options:
{'A': 'Ivory wax', 'B': 'Modeling wax', 'C': 'Utility wax', 'D': 'Inlay wax'}'
[2025-09-29T16:36:32.749925] [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 of the following is not used for making indirect wax pattern? 

Options:
{'A': 'Ivory wax', 'B': 'Modeling wax', 'C': 'Utility wax', 'D': 'Inlay wax'}'
[2025-09-29T16:36:32.752341] Saving text to bench_final/run1/medmcqa/medmcqa_145/pi_initial_prompt.txt
[2025-09-29T16:36:32.756855] [PI] Calling o3 for initial analysis...
[2025-09-29T16:36:44.666149] [PI] Reasoning iteration 1
[2025-09-29T16:36:44.671067] [PI reasoning] **Clarifying indirect wax patterns**

I’m looking into the dentistry question about indirect wax patterns, which likely refers to cast partial dentures. However, I wonder if "indirect wax pattern" means inlay casting wax, specifically for inlay patterns. In dentistry, there are two methods for creating wax patterns: direct (in the patient's mouth) and indirect (on a die or cast). Typically, Type 2 inlay wax is used for indirect patterns outside the mouth. Utility or sticky wax might not be relevant here, so I'll stick to inlay Type II wax for my answer.
[2025-09-29T16:36:44.672642] [PI] Executing function call 1: hybrid_search
[2025-09-29T16:36:44.682347] [PI] Function arguments: {'query': 'indirect wax pattern modeling wax dental not used for', 'k': 10, 'faiss_weight': 0.7, 'bm25_weight': 0.3, 'use_rrf': True}
[2025-09-29T16:36:44.683921] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-09-29T16:37:46.859124] [PI] Function hybrid_search executed successfully
[2025-09-29T16:37:46.862165] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-09-29T16:37:46.871331] [PI] Continuing reasoning with 1 function responses...
[2025-09-29T16:37:51.411345] [PI] Reasoning iteration 2
[2025-09-29T16:37:51.412958] [PI] Executing function call 1: hybrid_search
[2025-09-29T16:37:51.414630] [PI] Function arguments: {'query': 'utility wax indirect wax pattern dental inlay', 'k': 10, 'faiss_weight': 0.5, 'bm25_weight': 0.5, 'use_rrf': True}
[2025-09-29T16:37:51.417312] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-09-29T16:38:40.487983] [PI] Function hybrid_search executed successfully
[2025-09-29T16:38:40.489784] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-09-29T16:38:40.498724] [PI] Continuing reasoning with 1 function responses...
[2025-09-29T16:38:46.154532] [PI] Reasoning iteration 3
[2025-09-29T16:38:46.157010] [PI] Executing function call 1: hybrid_search
[2025-09-29T16:38:46.161249] [PI] Function arguments: {'query': 'Ivory wax dental wax pattern', 'k': 10, 'faiss_weight': 0.5, 'bm25_weight': 0.5, 'use_rrf': True}
[2025-09-29T16:38:46.162914] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_3_tool_call_2_hybrid_search.json
[2025-09-29T16:39:40.364334] [PI] Function hybrid_search executed successfully
[2025-09-29T16:39:40.368920] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_3_tool_result_2_hybrid_search.json
[2025-09-29T16:39:40.379781] [PI] Continuing reasoning with 1 function responses...
[2025-09-29T16:39:55.812268] [PI] Reasoning iteration 4
[2025-09-29T16:39:55.813916] [PI reasoning] **Evaluating wax types**

I'm thinking through the differences between modeling wax and utility wax. Both are not suited for indirect wax patterns. Utility wax, sometimes called rope wax, is used for border extensions but not for patterns, while modeling wax might include baseplates for denture bases, which still counts as a pattern. I wonder which is the better option for examination; it seems neither is right for castings. Maybe I should quickly check for utility wax patterns to clarify.
[2025-09-29T16:39:55.818526] [PI] Executing function call 1: hybrid_search
[2025-09-29T16:39:55.820892] [PI] Function arguments: {'query': 'utility wax dental pattern wax classification processing waxes utility wax', 'k': 10, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-09-29T16:39:55.822274] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_4_tool_call_2_hybrid_search.json
[2025-09-29T16:40:56.813968] [PI] Function hybrid_search executed successfully
[2025-09-29T16:40:56.817700] Saving JSON to bench_final/run1/medmcqa/medmcqa_145/pi_iteration_4_tool_result_2_hybrid_search.json
[2025-09-29T16:40:56.832927] [PI] Continuing reasoning with 1 function responses...
[2025-09-29T16:41:04.908168] [PI] Reasoning iteration 5
[2025-09-29T16:41:04.911675] [PI] No function calls found in response
[2025-09-29T16:41:04.913355] [PI] No more function calls - research complete
[2025-09-29T16:41:04.916133] Saving text to bench_final/run1/medmcqa/medmcqa_145/pi_final_answer.txt
[2025-09-29T16:41:04.924272] [QUERYOME] Query completed successfully
