{"id":"W1997728164","doi":"10.1016/j.jcrc.2007.11.012","title":"The impact of ventilator-associated pneumonia on the Canadian health care system","year":2008,"lang":"en","type":"review","venue":"Journal of Critical Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Queen's University","funders":"","keywords":"Medicine; Ventilator-associated pneumonia; Mechanical ventilation; Pneumonia; Intensive care unit; Emergency medicine; Incidence (geometry); Reimbursement; Intensive care; Population; Intensive care medicine; Health care; Rate ratio; Mortality rate; Public health; Environmental health; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002176619,0.001088357,0.0021588,0.006684601,0.001355384,0.002670064,0.001623548,0.001631146,0.003476212],"category_scores_gemma":[0.004939506,0.0004029632,0.00124978,0.01250697,0.0009931864,0.0009778603,0.0008484655,0.001470847,0.0003679645],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02040275,"about_ca_system_score_gemma":0.06233006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8300834,"about_ca_topic_score_gemma":0.9085016,"domain_scores_codex":[0.9987648,0.0001125186,0.0001281185,0.0001065799,0.0007166355,0.0001714212],"domain_scores_gemma":[0.9955153,0.0009913773,0.0005192402,0.00003387405,0.002546707,0.0003934505],"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":[0.0001333075,0.00005832651,0.006119367,0.06027424,0.0006577929,0.0004180513,0.0003525311,0.0006000467,0.0002952211,0.002207609,0.05815417,0.8707293],"study_design_scores_gemma":[0.00006319183,0.0001461202,0.08207252,0.06714875,0.002659602,0.001340661,0.00119384,0.0004315537,0.00031721,0.001087379,0.8434,0.0001392139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000200641,0.9984297,0.00001047618,0.0006092489,0.0001038174,0.000003110121,0.00004903153,0.000002025387,0.0005919032],"genre_scores_gemma":[0.002103529,0.9974304,0.00004686503,0.0002023676,0.00006771825,0.00000204857,0.00002801648,5.179907e-7,0.0001186316],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9795973,"threshold_uncertainty_score":0.3418344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06312766126890589,"score_gpt":0.4434253421861952,"score_spread":0.3802976809172893,"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."}}