{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003380703,0.0002419015,0.0003021727,0.0002498892,0.000184535,0.00002429933,0.00003630019,0.00009824768,0.0002977177],"category_scores_gemma":[0.0001952281,0.0002341239,0.0001945683,0.0002536841,0.00008807063,0.00008832643,0.0000927115,0.0002880506,0.00009857414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003297969,"about_ca_system_score_gemma":0.00007931125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001203027,"about_ca_topic_score_gemma":0.000008153875,"domain_scores_codex":[0.9983159,0.00008819642,0.0004840928,0.0005221324,0.0002620552,0.000327639],"domain_scores_gemma":[0.998588,0.00002381146,0.0003427679,0.000521702,0.0001462902,0.0003774487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001138427,0.003013208,0.9729034,0.0002906814,0.0004773001,0.001058749,0.00004259592,0.000004158977,0.0000438452,0.001249619,0.01237419,0.008428446],"study_design_scores_gemma":[0.001122325,0.0004026886,0.9339623,0.0005890413,0.001171207,0.0004456114,0.000007787632,0.000005990394,0.0002924032,0.008202211,0.05345242,0.0003460494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834948,0.00105006,0.00008578681,0.0001005072,0.002859209,0.001183666,0.000008485603,0.0004412074,0.01077625],"genre_scores_gemma":[0.9963342,0.002586686,0.00002852126,0.0001350788,0.0001301623,0.000264925,0.00007089306,0.00003531895,0.0004141962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04107823,"threshold_uncertainty_score":0.9547294,"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."}}