[2025-10-01T12:38:39.909290] [QUERYOME] Starting research for query 1516: '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 of these are dental auxiliary dental materials except: 

Options:
{'A': 'Dental impression wax', 'B': 'Ceramic', 'C': 'Casting investment', 'D': 'Impression compound'}'
[2025-10-01T12:38:39.969887] [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 of these are dental auxiliary dental materials except: 

Options:
{'A': 'Dental impression wax', 'B': 'Ceramic', 'C': 'Casting investment', 'D': 'Impression compound'}'
[2025-10-01T12:38:39.971547] Saving text to bench_final/run1/medmcqa/medmcqa_1515/pi_initial_prompt.txt
[2025-10-01T12:38:39.976652] [PI] Calling o3 for initial analysis...
[2025-10-01T12:38:50.109564] [PI] Reasoning iteration 1
[2025-10-01T12:38:50.111142] [PI reasoning] **Identifying dental materials**

I need to figure out which of the listed materials aren't auxiliary dental materials. According to Phillips' book, dental materials are classified into four groups: restorative, auxiliary, preventive, and impression materials. Auxiliary materials include gypsum products, various impression materials, and dental waxes. Ceramics are considered restorative materials for things like crowns. Now, dental impression wax seems to fit into the impression category, but it’s classified as auxiliary too. So, I’m looking for the one that's not auxiliary.
[2025-10-01T12:38:50.114047] [PI] Executing function call 1: hybrid_search
[2025-10-01T12:38:50.115748] [PI] Function arguments: {'query': 'auxiliary dental materials include waxes impression materials investments ceramics restorative', 'k': 10, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-10-01T12:38:50.117358] Saving JSON to bench_final/run1/medmcqa/medmcqa_1515/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-10-01T12:39:27.430900] [PI] Function hybrid_search executed successfully
[2025-10-01T12:39:27.433719] Saving JSON to bench_final/run1/medmcqa/medmcqa_1515/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-10-01T12:39:27.456662] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T12:39:33.457355] [PI] Reasoning iteration 2
[2025-10-01T12:39:33.464501] [PI] Executing function call 1: hybrid_search
[2025-10-01T12:39:33.470226] [PI] Function arguments: {'query': 'auxiliary dental materials waxes investment impression compound Phillips dental materials classification', 'k': 10, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-10-01T12:39:33.471855] Saving JSON to bench_final/run1/medmcqa/medmcqa_1515/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-10-01T12:40:11.853096] [PI] Function hybrid_search executed successfully
[2025-10-01T12:40:11.855328] Saving JSON to bench_final/run1/medmcqa/medmcqa_1515/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-10-01T12:40:11.870105] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T12:40:19.763800] [PI] Reasoning iteration 3
[2025-10-01T12:40:19.769702] [PI] No function calls found in response
[2025-10-01T12:40:19.771150] [PI] No more function calls - research complete
[2025-10-01T12:40:19.773847] Saving text to bench_final/run1/medmcqa/medmcqa_1515/pi_final_answer.txt
[2025-10-01T12:40:19.783822] [QUERYOME] Query completed successfully
