{"id":"W2153650340","doi":"10.1016/j.emc.2011.10.008","title":"Invasive and Noninvasive Ventilation in the Emergency Department","year":2012,"lang":"en","type":"review","venue":"Emergency Medicine Clinics of North America","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Centre hospitalier universitaire de Québec; Université Laval; University of Toronto; Centre intégré de santé et de services sociaux de Chaudière-Appalaches","funders":"","keywords":"Medicine; Ventilation (architecture); Intensive care medicine; Respiratory physiology; Noninvasive ventilation; Emergency department; Mechanical ventilation; Lung; Anesthesia; Internal medicine; Nursing","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":[0.0008358872,0.001178242,0.002140692,0.003531143,0.0003839323,0.001298637,0.001097944,0.001401411,0.00314029],"category_scores_gemma":[0.00175123,0.0004228034,0.0008025182,0.003498536,0.0007265719,0.00204557,0.0009457853,0.002051526,0.0009539512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007272232,"about_ca_system_score_gemma":0.001778922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002211738,"about_ca_topic_score_gemma":0.005818489,"domain_scores_codex":[0.9996338,0.00007003636,0.00008963786,0.00007235099,0.0001056141,0.0000285651],"domain_scores_gemma":[0.9988456,0.0006544768,0.0002192707,0.00002084298,0.0001879294,0.00007186979],"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":[0.00009576058,0.00009369799,0.0006145627,0.03539731,0.0001582613,0.0003208206,0.00005881566,0.0002701627,0.0004828119,0.00102607,0.02184024,0.9396415],"study_design_scores_gemma":[0.0001050258,0.0003135467,0.007730215,0.0400205,0.001052099,0.006414569,0.0003923152,0.0003098149,0.000503554,0.002291106,0.9407758,0.00009143981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004913274,0.9994025,0.00003757823,0.0001030926,0.0001058266,0.000002225531,0.000005647649,0.000001579363,0.0002923015],"genre_scores_gemma":[0.0004193046,0.9989315,0.0001050993,0.0001420499,0.0002349817,0.000003228242,0.00001299092,5.651847e-7,0.0001502223],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003531143,"threshold_uncertainty_score":0.01050538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163100742403897,"score_gpt":0.4004947893868415,"score_spread":0.2841847151464517,"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."}}