{"id":"W1966513692","doi":"10.1089/sur.2006.072","title":"Empiric Antimicrobial Therapy in Critical Illness: Results of a Surgical Infection Society Survey","year":2007,"lang":"en","type":"article","venue":"Surgical Infections","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Medicine; Empiric therapy; Antibiotics; Intensive care medicine; Leukocytosis; Vancomycin; Intensive care unit; Antimicrobial stewardship; Internal medicine; Emergency medicine; Antibiotic resistance; Staphylococcus aureus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001641683,0.0001889361,0.0003971831,0.0001647036,0.0002417901,0.00001211999,0.0000910622,0.000526492,0.0002452614],"category_scores_gemma":[0.0002056196,0.0001567915,0.0002839013,0.00083119,0.0006623674,0.00009906028,0.00004876636,0.0005363651,0.00009183332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005392859,"about_ca_system_score_gemma":0.00008073347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002957194,"about_ca_topic_score_gemma":0.002365153,"domain_scores_codex":[0.9980192,0.0004136662,0.0006671512,0.0003606787,0.00005796976,0.0004813792],"domain_scores_gemma":[0.9977908,0.001659184,0.0001054201,0.0002298871,0.0001727951,0.00004193521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004956845,0.007710387,0.9147984,0.0001254634,0.0004784849,0.0002182552,0.001328015,0.0000971099,0.04086583,0.003855194,0.01715667,0.008409339],"study_design_scores_gemma":[0.01058865,0.0007614512,0.752857,0.0001647753,0.00003356126,0.0005410715,0.0001105823,0.00001071722,0.05209739,0.0001412338,0.1820861,0.0006074203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943106,0.0005042114,0.0004037714,0.0002554699,0.001050858,0.0001786768,0.00008486208,0.00008227905,0.003129232],"genre_scores_gemma":[0.9976317,0.001609594,0.00002117691,0.00003936462,0.00007782513,0.00000301727,0.0001176179,0.00001455139,0.0004851289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1649294,"threshold_uncertainty_score":0.6393773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03116615010945398,"score_gpt":0.3371717512848567,"score_spread":0.3060056011754027,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}