{"id":"W2001297452","doi":"10.1097/01.ccm.0000297956.27474.9d","title":"Empiric antibiotic therapy for suspected ventilator-associated pneumonia: A systematic review and meta-analysis of randomized trials","year":2008,"lang":"en","type":"review","venue":"Critical Care Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Relative risk; Confidence interval; Internal medicine; Randomized controlled trial; Meta-analysis; Regimen; Ventilator-associated pneumonia; Pneumonia; Combination therapy","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":[0.0278415,0.004310008,0.03135249,0.009685211,0.0007799857,0.004203256,0.002898318,0.002889316,0.00372174],"category_scores_gemma":[0.06227377,0.002282036,0.04502621,0.00854793,0.001022539,0.002748214,0.001820097,0.002363998,0.0003638706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00441278,"about_ca_system_score_gemma":0.004757373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005558005,"about_ca_topic_score_gemma":0.01131282,"domain_scores_codex":[0.972078,0.01725322,0.00574365,0.002163657,0.002263031,0.0004985098],"domain_scores_gemma":[0.9651284,0.02564055,0.005912789,0.000927412,0.002012245,0.0003786434],"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":[0.002124152,0.0000283188,0.001701507,0.3207726,0.6668004,0.00007253111,0.00005599182,0.0005935247,0.0001352551,0.0001130473,0.0004034846,0.007199225],"study_design_scores_gemma":[0.001031756,0.0002149373,0.001350523,0.02980551,0.9661008,0.00005912023,0.00003271627,0.0002525059,0.00009259912,0.0002006576,0.0008376139,0.00002112962],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003821857,0.9938314,0.0008360773,0.0002202692,0.0001969874,0.0005794764,0.0003124157,0.0000344372,0.0001670338],"genre_scores_gemma":[0.1536496,0.8333095,0.00656263,0.001100002,0.0003914037,0.00367715,0.000909033,0.00006342083,0.0003374089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03135249,"threshold_uncertainty_score":0.1472417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2349164422433178,"score_gpt":0.4895325869421079,"score_spread":0.2546161446987901,"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."}}