[2025-10-02T02:34:28.283889] [QUERYOME] Starting research for query 1600: '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:
Transudate is characterized by:

Options:
A. Associated inflammatory conditions
B. Low protein content
C. Tendency to clot
D. Specific gravity of above 1.018'
[2025-10-02T02:34:28.327593] [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:
Transudate is characterized by:

Options:
A. Associated inflammatory conditions
B. Low protein content
C. Tendency to clot
D. Specific gravity of above 1.018'
[2025-10-02T02:34:28.330498] Saving text to bench_final/run1/medmcqa/medmcqa_3160/pi_initial_prompt.txt
[2025-10-02T02:34:28.351083] [PI] Calling o3 for initial analysis...
[2025-10-02T02:34:33.332991] [PI] Reasoning iteration 1
[2025-10-02T02:34:33.336560] [PI] Executing function call 1: hybrid_search
[2025-10-02T02:34:33.338270] [PI] Function arguments: {'query': 'transudate low protein content specific gravity below 1.018', 'k': 10, 'faiss_weight': 0.4, 'bm25_weight': 0.6, 'use_rrf': True}
[2025-10-02T02:34:33.340659] Saving JSON to bench_final/run1/medmcqa/medmcqa_3160/pi_iteration_1_tool_call_2_hybrid_search.json
[2025-10-02T02:34:34.928184] [PI] Function hybrid_search executed successfully
[2025-10-02T02:34:34.930751] Saving JSON to bench_final/run1/medmcqa/medmcqa_3160/pi_iteration_1_tool_result_2_hybrid_search.json
[2025-10-02T02:34:34.952104] [PI] Continuing reasoning with 1 function responses...
[2025-10-02T02:34:38.419148] [PI] Reasoning iteration 2
[2025-10-02T02:34:38.422118] [PI] Executing function call 1: hybrid_search
[2025-10-02T02:34:38.423784] [PI] Function arguments: {'query': 'transudate specific gravity less than 1.018', 'k': 10, 'faiss_weight': 0.4, 'bm25_weight': 0.6, 'use_rrf': True}
[2025-10-02T02:34:38.426465] Saving JSON to bench_final/run1/medmcqa/medmcqa_3160/pi_iteration_2_tool_call_2_hybrid_search.json
[2025-10-02T02:34:40.356320] [PI] Function hybrid_search executed successfully
[2025-10-02T02:34:40.358205] Saving JSON to bench_final/run1/medmcqa/medmcqa_3160/pi_iteration_2_tool_result_2_hybrid_search.json
[2025-10-02T02:34:40.388264] [PI] Continuing reasoning with 1 function responses...
[2025-10-02T02:34:46.836595] [PI] Reasoning iteration 3
[2025-10-02T02:34:46.838073] [PI] No function calls found in response
[2025-10-02T02:34:46.839964] [PI] No more function calls - research complete
[2025-10-02T02:34:46.841928] Saving text to bench_final/run1/medmcqa/medmcqa_3160/pi_final_answer.txt
[2025-10-02T02:34:46.846397] [QUERYOME] Query completed successfully
