[2025-10-01T12:12:26.865313] [QUERYOME] Starting research for query 1496: '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 the following should be avoided by a patient with lactose intolerance, EXCEPT: 

Options:
{'A': 'Condensed milk', 'B': 'Ice-cream', 'C': 'Skimmed milk', 'D': 'Yoghu'}'
[2025-10-01T12:12:26.913626] [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 the following should be avoided by a patient with lactose intolerance, EXCEPT: 

Options:
{'A': 'Condensed milk', 'B': 'Ice-cream', 'C': 'Skimmed milk', 'D': 'Yoghu'}'
[2025-10-01T12:12:26.919164] Saving text to bench_final/run1/medmcqa/medmcqa_1495/pi_initial_prompt.txt
[2025-10-01T12:12:26.932638] [PI] Calling o3 for initial analysis...
[2025-10-01T12:12:36.171960] [PI] Reasoning iteration 1
[2025-10-01T12:12:36.174618] [PI reasoning] **Generating MCQ answers**

The user is looking for multiple-choice answers about what items to avoid for lactose intolerance. I know they typically need to skip milk, ice cream, and condensed milk. Yogurt is usually fine since the bacteria in it ferment lactose. So that’s why option D makes sense. I want to add a citation for accuracy, so I'll need to look that up quickly to ensure the information is reliable.
[2025-10-01T12:12:36.176327] [PI] Executing function call 1: hybrid_search
[2025-10-01T12:12:36.178874] [PI] Function arguments: {'query': 'lactose intolerance yogurt tolerated compared to milk', 'k': 10, 'faiss_weight': 0.6, 'bm25_weight': 0.4, 'use_rrf': True}
[2025-10-01T12:12:36.180580] Saving JSON to bench_final/run1/medmcqa/medmcqa_1495/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-10-01T12:13:15.942134] [PI] Function hybrid_search executed successfully
[2025-10-01T12:13:15.944512] Saving JSON to bench_final/run1/medmcqa/medmcqa_1495/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-10-01T12:13:15.949765] [PI] Continuing reasoning with 1 function responses...
[2025-10-01T12:13:22.809254] [PI] Reasoning iteration 2
[2025-10-01T12:13:22.811065] [PI] No function calls found in response
[2025-10-01T12:13:22.814036] [PI] No more function calls - research complete
[2025-10-01T12:13:22.816026] Saving text to bench_final/run1/medmcqa/medmcqa_1495/pi_final_answer.txt
[2025-10-01T12:13:22.826745] [QUERYOME] Query completed successfully
