{"id":"W2106443705","doi":"10.1086/379825","title":"Adequacy of Early Empiric Antibiotic Treatment and Survival in Severe Sepsis: Experience from the MONARCS Trial","year":2004,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":273,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal University Hospital; McGill University","funders":"","keywords":"Medicine; Sepsis; Antibiotics; Antibiotic therapy; Internal medicine; Randomized controlled trial; Mortality rate; Intensive care medicine","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":[0.00912531,0.0003628029,0.001008904,0.0001169632,0.0002782646,0.0006044881,0.0002806957,0.0005207634,0.0005875791],"category_scores_gemma":[0.007327966,0.0001278161,0.0005786681,0.0002801383,0.0006422978,0.0003422768,0.0003542095,0.001062218,0.00009011388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005484769,"about_ca_system_score_gemma":0.0007355904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007866881,"about_ca_topic_score_gemma":0.001621477,"domain_scores_codex":[0.995824,0.003561018,0.0001645403,0.0001364588,0.0001722149,0.0001417372],"domain_scores_gemma":[0.9943917,0.002382237,0.001351916,0.0006002132,0.0002563038,0.001017613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7745932,0.003783263,0.1062546,0.0006978196,0.004098977,0.0002066387,0.0003674865,0.001552319,0.006893485,0.0004964333,0.003816007,0.09723969],"study_design_scores_gemma":[0.1594867,0.2078921,0.6096873,0.0003750196,0.005342384,0.0007193636,0.0002892086,0.002404756,0.003389705,0.0007666852,0.009500306,0.000146569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903324,0.00780113,0.0001803747,0.0006887103,0.0000476528,0.00004973695,0.0001937148,0.0000102009,0.0006959626],"genre_scores_gemma":[0.9978719,0.001129485,0.0002495539,0.0002830833,0.00008401872,0.00003051206,0.00021441,0.000003565478,0.0001335969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00912531,"threshold_uncertainty_score":0.04825979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05804074479060642,"score_gpt":0.3688823761667016,"score_spread":0.3108416313760951,"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."}}