{"id":"W2083003221","doi":"10.1016/j.jcrc.2007.11.013","title":"Ventilator-associated pneumonia: Improving outcomes through guideline implementation","year":2008,"lang":"en","type":"review","venue":"Journal of Critical Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Queen's University; McMaster University; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Guideline; Intensive care medicine; Ventilator-associated pneumonia; Intensive care unit; Pneumonia; Mechanical ventilation; Critically ill; Knowledge translation; Clinical Practice; Intensive care; MEDLINE; Nursing; Internal medicine; Pathology","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":[0.003519983,0.00139755,0.00525953,0.002014703,0.0003353182,0.001316015,0.002205115,0.002125906,0.002347621],"category_scores_gemma":[0.008246684,0.0005231058,0.002214271,0.002580255,0.0005597368,0.001149557,0.0007562155,0.002643528,0.0004694951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001272787,"about_ca_system_score_gemma":0.004251703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005152156,"about_ca_topic_score_gemma":0.01274909,"domain_scores_codex":[0.9984607,0.0004327335,0.0003069494,0.000202596,0.0004991945,0.00009783421],"domain_scores_gemma":[0.996044,0.002503366,0.0006691259,0.0000627652,0.0005551104,0.0001657125],"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":[0.0001839729,0.0001375748,0.001028896,0.07099792,0.001621649,0.0001264034,0.00008478411,0.0002604088,0.0002829765,0.0005422295,0.0160703,0.9086628],"study_design_scores_gemma":[0.001639689,0.001848718,0.03452237,0.3102828,0.03684457,0.003461377,0.0006646452,0.00120232,0.002021762,0.003386361,0.6039283,0.0001970014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002318397,0.9986254,0.00009646588,0.0005502746,0.0001980549,0.000009237355,0.00001254233,0.000006637503,0.000269544],"genre_scores_gemma":[0.002658146,0.9959176,0.00049126,0.0006378252,0.0001679379,0.00001471454,0.00002488051,0.000002374868,0.00008524043],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00525953,"threshold_uncertainty_score":0.01861566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0819873627359201,"score_gpt":0.4974134866513536,"score_spread":0.4154261239154335,"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."}}