{"id":"W2037667787","doi":"10.1503/cmaj.110122","title":"Best practices for noninvasive ventilation","year":2011,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ventilation (architecture); Positive pressure ventilation; Medicine; Noninvasive ventilation; Continuous positive airway pressure; Intensive care medicine; Acute respiratory failure; Respiratory failure; Positive-Pressure Respiration; Mechanical ventilation; Computer science; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006389943,0.001060545,0.0009608453,0.001151353,0.002968553,0.003385374,0.002278694,0.02612354,0.009498782],"category_scores_gemma":[0.03060616,0.0004015729,0.001270181,0.0006969875,0.003821743,0.004853717,0.00257946,0.03657535,0.007812779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004551093,"about_ca_system_score_gemma":0.00420845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002831073,"about_ca_topic_score_gemma":0.005933834,"domain_scores_codex":[0.9908988,0.002623745,0.001269977,0.000731551,0.003869665,0.000606279],"domain_scores_gemma":[0.9862944,0.005519856,0.0008348348,0.0008955518,0.004667712,0.001787599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005250199,0.0001060076,0.0005123755,0.0003006713,0.00001624466,0.004041585,0.0002522613,0.0001437501,0.0004285837,0.01165498,0.9147565,0.06773452],"study_design_scores_gemma":[0.00007224713,0.00006421412,0.0004944683,0.001482715,0.00001342796,0.006610325,0.00023056,0.0002248523,0.0001953513,0.01959805,0.9709778,0.0000359891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002636066,0.01253928,0.0009261826,0.9563091,0.01865541,0.00002207877,0.00002621674,0.00007030538,0.01118779],"genre_scores_gemma":[0.008466629,0.02036924,0.004620764,0.8855643,0.06902388,0.0001528172,0.00009352101,0.00007590107,0.01163298],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02612354,"threshold_uncertainty_score":0.03379369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05039487793941309,"score_gpt":0.302901177271385,"score_spread":0.2525062993319719,"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."}}