{"id":"W3177461139","doi":"10.4187/respcare.09247","title":"Noninvasive Respiratory Support","year":2021,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Nasal cannula; Intensive care medicine; Continuous positive airway pressure; Intubation; Mechanical ventilation; Respiratory failure; Respiratory care; Cannula; Life support; Respiratory system; Acute respiratory failure; Noninvasive ventilation; Anesthesia; Surgery; Internal medicine","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":[0.0007055653,0.0009902252,0.001549859,0.002094142,0.0004822118,0.001453448,0.001175769,0.001281114,0.01125869],"category_scores_gemma":[0.002379654,0.0001650525,0.001207545,0.001234612,0.0005953591,0.001346536,0.0009293358,0.001793726,0.003913799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006632389,"about_ca_system_score_gemma":0.001454334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009449841,"about_ca_topic_score_gemma":0.001354341,"domain_scores_codex":[0.9992254,0.0001562317,0.0001124723,0.0001293151,0.0003133244,0.00006334718],"domain_scores_gemma":[0.9991654,0.0004315231,0.0001454071,0.00004193503,0.0001657887,0.0000498716],"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":[0.0001207356,0.00009252013,0.0003459294,0.04805129,0.0003190933,0.0003669856,0.00006800674,0.0002327065,0.00155247,0.005843921,0.05373056,0.8892757],"study_design_scores_gemma":[0.00005158996,0.0001429698,0.001327043,0.02504384,0.0002758688,0.004909813,0.00007982823,0.0001066176,0.0005996089,0.003374109,0.9640647,0.00002401023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001412334,0.9949874,0.0002836534,0.000441799,0.0004057571,0.00001923112,0.00006380124,0.00001579566,0.003641378],"genre_scores_gemma":[0.003066618,0.9939328,0.0004221817,0.0005374479,0.0006025678,0.00002430511,0.0001609753,0.00000422739,0.001248843],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01125869,"threshold_uncertainty_score":0.03766406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09989273929538187,"score_gpt":0.3839682672294826,"score_spread":0.2840755279341007,"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."}}