{"id":"W1871149695","doi":"10.1186/cc2032","title":"Empiric antibiotic therapy for ventilator-associated pneumonia: a systematic review of the evidence","year":2003,"lang":"en","type":"article","venue":"Critical Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"National Institutes of Health","keywords":"Medicine; Intensive care medicine; Ventilator-associated pneumonia; Pneumonia; Intensive care unit; Internal 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":[0.008228607,0.0009629329,0.006520911,0.004547529,0.0003299177,0.001193668,0.001437763,0.001398844,0.003147897],"category_scores_gemma":[0.04529982,0.0006496512,0.003835379,0.005056188,0.0005603499,0.001054301,0.0005913191,0.0008003212,0.0003280653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549964,"about_ca_system_score_gemma":0.005313609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005506041,"about_ca_topic_score_gemma":0.02433386,"domain_scores_codex":[0.9914582,0.004175454,0.002463347,0.0004977977,0.001282452,0.0001227397],"domain_scores_gemma":[0.9598465,0.03020532,0.006235549,0.0004634118,0.002788718,0.0004605147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001099721,0.00007071636,0.007975797,0.8252771,0.03357591,0.0003771258,0.0001752074,0.0003739119,0.0002750816,0.0002188032,0.00636629,0.1242143],"study_design_scores_gemma":[0.003108565,0.0008942341,0.03956242,0.6266726,0.2937427,0.001363984,0.0003676554,0.0004646647,0.0004292596,0.0005688021,0.03274269,0.00008249671],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002419359,0.9959889,0.0002194244,0.0004111542,0.0001135417,0.0001549643,0.0004010361,0.000007331983,0.0002842649],"genre_scores_gemma":[0.03807731,0.9589119,0.001594867,0.0005845853,0.0001320909,0.0002825398,0.0003269622,0.000004863689,0.00008478304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008228607,"threshold_uncertainty_score":0.04351759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06435882199358786,"score_gpt":0.3985802350395578,"score_spread":0.3342214130459699,"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."}}