{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001417638,0.0001062515,0.000203236,0.00001470319,0.00005822335,0.00003467222,0.0000972404,0.00009471891,0.00001277471],"category_scores_gemma":[0.0009758734,0.00007814349,0.0001175591,0.00008338503,0.0002090713,0.000007020309,0.00005952051,0.000055081,0.00000356744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001703994,"about_ca_system_score_gemma":0.0001050221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006955109,"about_ca_topic_score_gemma":0.0005528383,"domain_scores_codex":[0.9988862,0.0002070864,0.0004044653,0.0003255577,0.00006166316,0.0001149819],"domain_scores_gemma":[0.9992355,0.0002171166,0.0001147021,0.0003079726,0.0000429381,0.00008179317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000777573,0.0007811557,0.989957,0.000005188676,0.00003547641,0.000001474061,0.0001754875,0.00001786034,0.005167036,0.00001904739,0.00001247147,0.003050244],"study_design_scores_gemma":[0.009619357,0.0009789857,0.9877433,0.00002244067,0.00003776651,5.773034e-7,0.000161779,0.000004749371,0.0008462402,0.0003748672,0.0001050793,0.0001049072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988409,0.0003188668,0.00001868698,0.0001163009,0.0003169601,0.0002817099,0.00004818985,0.0000142898,0.00004414987],"genre_scores_gemma":[0.9993074,0.0002478068,0.00001198929,0.0001022615,0.0002430649,0.00001375982,0.00004722289,0.00000808181,0.00001844215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008841785,"threshold_uncertainty_score":0.3186599,"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."}}