{"id":"W2140273948","doi":"10.1503/cmaj.130974","title":"Noninvasive ventilation as a weaning strategy for mechanical ventilation in adults with respiratory failure: a Cochrane systematic review","year":2013,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research","keywords":"Mechanical ventilation; Medicine; Ventilation (architecture); Weaning; Respiratory failure; Intensive care medicine; Respiratory system; Systematic review; Noninvasive ventilation; MEDLINE; Anesthesia; Internal medicine; Biology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004291142,0.0004980089,0.0031251,0.0006695167,0.0001892909,0.0001220756,0.0002862321,0.001261003,0.001627187],"category_scores_gemma":[0.004312189,0.0003757082,0.0006282605,0.0006248847,0.00002493613,0.0002388357,0.00001551664,0.001789708,0.0002415762],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002553958,"about_ca_system_score_gemma":0.01380825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001621331,"about_ca_topic_score_gemma":0.005764897,"domain_scores_codex":[0.9938453,0.0005874336,0.002288858,0.000467532,0.002064533,0.0007463302],"domain_scores_gemma":[0.9944189,0.000388068,0.002069348,0.0003069832,0.001021393,0.001795301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005880837,0.00008393999,0.00002598513,0.8656892,0.000793183,0.002316389,0.000109993,5.440441e-7,0.000001162635,0.0003440181,0.01215164,0.1184252],"study_design_scores_gemma":[0.001267373,0.0004842439,0.000004676197,0.613287,0.001947366,0.001641401,0.0001465286,0.00001864561,0.000001346749,0.00002780617,0.3808794,0.0002942779],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003770371,0.9920927,0.0003254759,0.0006220552,0.0003894008,0.006278142,0.00003495717,0.00002719457,0.0001923567],"genre_scores_gemma":[0.0001031324,0.9931419,0.0002943827,0.003555224,0.001025361,0.001053249,0.0002889844,0.0001129811,0.0004247945],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3687277,"threshold_uncertainty_score":0.9998695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764338567827848,"score_gpt":0.3176666046639617,"score_spread":0.2900232189856832,"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."}}