{"id":"W2002734040","doi":"10.1007/s11908-011-0177-9","title":"Ventilator-Associated Pneumonia: Update on Etiology, Prevention, and Management","year":2011,"lang":"en","type":"article","venue":"Current Infectious Disease Reports","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Clinical Evaluation Research Unit; Queen's University","funders":"","keywords":"Ventilator-associated pneumonia; Medicine; Intensive care medicine; Pneumonia; Antibiotics; Etiology; 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":[0.00235968,0.001143476,0.002635232,0.002950547,0.0003202665,0.001805568,0.001774514,0.001783848,0.002391282],"category_scores_gemma":[0.007294638,0.0003889927,0.001220078,0.002259864,0.0003549805,0.002395235,0.000695186,0.002798227,0.001432801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006854293,"about_ca_system_score_gemma":0.002265892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003477864,"about_ca_topic_score_gemma":0.008449748,"domain_scores_codex":[0.9988287,0.000229796,0.0003705178,0.00008631108,0.0004246108,0.0000600583],"domain_scores_gemma":[0.9935167,0.003000895,0.0008273349,0.0001305588,0.002138597,0.0003860339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001920739,0.0001977259,0.005644322,0.008303341,0.0003010991,0.0006606916,0.0001002192,0.0003868598,0.0004397606,0.0006705612,0.1775073,0.8055961],"study_design_scores_gemma":[0.0001498553,0.0003683457,0.01195987,0.01700894,0.001416377,0.007025897,0.0003029586,0.0006655107,0.0004076842,0.001268779,0.959341,0.00008475232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006149782,0.9893131,0.0007479133,0.004303585,0.003372965,0.00001838822,0.0001622206,0.00004739149,0.001419448],"genre_scores_gemma":[0.002901413,0.9835826,0.002225424,0.003353851,0.006552384,0.00003022586,0.0004476172,0.00000880636,0.0008976376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003477864,"threshold_uncertainty_score":0.01247931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0318920953667148,"score_gpt":0.308728759401737,"score_spread":0.2768366640350222,"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."}}