[2025-10-01T05:55:26.468814] [QUERYOME] Starting research for query 1231: '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:
Extremely axle insecticide according to WHO classification, are coded as: 

Options:
{'A': 'Red', 'B': 'Green', 'C': 'Yellow', 'D': 'Blue'}'
[2025-10-01T05:55:26.507686] [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:
Extremely axle insecticide according to WHO classification, are coded as: 

Options:
{'A': 'Red', 'B': 'Green', 'C': 'Yellow', 'D': 'Blue'}'
[2025-10-01T05:55:26.510814] Saving text to bench_final/run1/medmcqa/medmcqa_1230/pi_initial_prompt.txt
[2025-10-01T05:55:26.516236] [PI] Calling o3 for initial analysis...
[2025-10-01T05:55:32.948779] [PI] Reasoning iteration 1
[2025-10-01T05:55:32.951475] [PI] Executing function call 1: hybrid_search
[2025-10-01T05:55:32.953131] [PI] Function arguments: {'query': 'WHO classification extremely hazardous insecticide color code bright red', 'k': 5, 'faiss_weight': 0.4, 'bm25_weight': 0.6, 'use_rrf': True}
[2025-10-01T05:55:32.956004] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-10-01T05:55:47.451451] [PI] Function hybrid_search executed successfully
[2025-10-01T05:55:47.453422] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-10-01T05:55:47.460530] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T05:55:51.737588] [PI] Reasoning iteration 2
[2025-10-01T05:55:51.740547] [PI] Executing function call 1: hybrid_search
[2025-10-01T05:55:51.742453] [PI] Function arguments: {'query': 'WHO pesticide hazard classification class Ia colour bright red', 'k': 10, 'faiss_weight': 0.4, 'bm25_weight': 0.6, 'use_rrf': True}
[2025-10-01T05:55:51.745609] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-10-01T05:56:20.776106] [PI] Function hybrid_search executed successfully
[2025-10-01T05:56:20.777182] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-10-01T05:56:20.786168] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T05:56:25.583050] [PI] Reasoning iteration 3
[2025-10-01T05:56:25.590788] [PI] Executing function call 1: hybrid_search
[2025-10-01T05:56:25.592833] [PI] Function arguments: {'query': 'bright red class Ia pesticides', 'k': 10, 'faiss_weight': 0.5, 'bm25_weight': 0.5, 'use_rrf': True}
[2025-10-01T05:56:25.596052] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_3_tool_call_2_hybrid_search.json
[2025-10-01T05:56:33.363727] [PI] Function hybrid_search executed successfully
[2025-10-01T05:56:33.366707] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_3_tool_result_2_hybrid_search.json
[2025-10-01T05:56:33.373769] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T05:56:44.811290] [PI] Reasoning iteration 4
[2025-10-01T05:56:44.812992] [PI reasoning] **Clarifying hazard classification**

I’m not seeing the needed color code, but it might not be crucial. The user asks for an answer and reasoning, so I could reference the WHO's hazard classification concept, even if previous articles only mention toxicity classes without colors. I could use a 2024 article that mentions the five classes, like Karaduman, and it's helpful to also cite a relevant 2023 article from BMC Public Health. This approach should keep things aligned with the instructions.
[2025-10-01T05:56:44.816485] [PI] Executing function call 1: hybrid_search
[2025-10-01T05:56:44.820821] [PI] Function arguments: {'query': 'WHO class II blue pesticide', 'k': 10, 'faiss_weight': 0.5, 'bm25_weight': 0.5, 'use_rrf': True}
[2025-10-01T05:56:44.822965] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_4_tool_call_2_hybrid_search.json
[2025-10-01T05:57:12.551293] [PI] Function hybrid_search executed successfully
[2025-10-01T05:57:12.553431] Saving JSON to bench_final/run1/medmcqa/medmcqa_1230/pi_iteration_4_tool_result_2_hybrid_search.json
[2025-10-01T05:57:12.560893] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T05:57:18.211911] [PI] Reasoning iteration 5
[2025-10-01T05:57:18.213559] [PI] No function calls found in response
[2025-10-01T05:57:18.221817] [PI] No more function calls - research complete
[2025-10-01T05:57:18.225342] Saving text to bench_final/run1/medmcqa/medmcqa_1230/pi_final_answer.txt
[2025-10-01T05:57:18.230433] [QUERYOME] Query completed successfully
