{"id":"W2019349925","doi":"10.1128/aac.00627-10","title":"Systematic Review and Meta-Analysis of the Efficacy of Appropriate Empiric Antibiotic Therapy for Sepsis","year":2010,"lang":"en","type":"review","venue":"Antimicrobial Agents and Chemotherapy","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":724,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rothschild Caesarea Foundation","keywords":"Medicine; Confidence interval; Odds ratio; Confounding; Meta-analysis; Internal medicine; Septic shock; Observational study; Sepsis; Covariate; Subgroup analysis; Intensive care medicine; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02690679,0.003310358,0.0240419,0.01001513,0.0007150566,0.004067145,0.002379607,0.002636418,0.002752329],"category_scores_gemma":[0.07695816,0.001702898,0.03734217,0.00767106,0.001058339,0.002296369,0.00181301,0.002431579,0.000305505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004936709,"about_ca_system_score_gemma":0.006802266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007439262,"about_ca_topic_score_gemma":0.01347378,"domain_scores_codex":[0.9705316,0.01821083,0.006686483,0.001761191,0.002359339,0.0004506193],"domain_scores_gemma":[0.9577774,0.03317547,0.005291381,0.001034573,0.002364397,0.0003568118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001622187,0.00002227031,0.001952734,0.4298124,0.5496271,0.0001267991,0.0000696783,0.0008646067,0.0001711782,0.0002034048,0.0009408804,0.01458684],"study_design_scores_gemma":[0.0006581572,0.0001897327,0.002460119,0.03777297,0.9561036,0.0001061985,0.00003064195,0.0003317512,0.0001491494,0.0003658081,0.001806863,0.00002504609],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003249996,0.9946754,0.0005656913,0.0002427374,0.0002137095,0.0003706032,0.0004332766,0.00002818835,0.000220374],"genre_scores_gemma":[0.1388028,0.8520364,0.004425669,0.001091646,0.0003615844,0.001974616,0.0009476834,0.00004400004,0.0003156465],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02690679,"threshold_uncertainty_score":0.1422984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1381191258184947,"score_gpt":0.3968186222600314,"score_spread":0.2586994964415367,"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."}}