{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002605862,0.0002335508,0.0002394142,0.001094792,0.0002592623,0.000614776,0.0003601403,0.0006126723,0.0008295741],"category_scores_gemma":[0.007532654,0.0002187341,0.0004227258,0.001547849,0.0003113113,0.0006769716,0.0007760955,0.0004303443,0.0002684765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007549264,"about_ca_system_score_gemma":0.0006796638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01039284,"about_ca_topic_score_gemma":0.009435358,"domain_scores_codex":[0.9977761,0.0008926592,0.0003784794,0.0001950538,0.0004728938,0.000284795],"domain_scores_gemma":[0.9927589,0.001375922,0.003314042,0.0002129098,0.00117664,0.001161678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002465712,0.00004030585,0.9985525,0.00001556931,0.00001740144,0.00002438389,0.0001819757,0.00004662666,0.00003681949,0.000006419232,0.0002758869,0.0007773834],"study_design_scores_gemma":[0.000002832432,0.00007088581,0.9988936,0.000007455024,0.000004279509,0.00004648423,0.0005858059,0.0001549762,0.00001385851,0.000004546659,0.0002127175,0.000002606483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979447,0.0001067099,0.00007930498,0.0002189317,0.000005488479,0.00003165823,0.001112051,0.000003931968,0.0004973434],"genre_scores_gemma":[0.9982805,0.0001505738,0.0001088398,0.0001232632,0.000009664491,0.00004003815,0.001185893,0.000002330451,0.00009884375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01039284,"threshold_uncertainty_score":0.02066469,"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."}}