{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005957996,0.001511581,0.005570499,0.0009134851,0.0002769822,0.0001334739,0.0006128967,0.001858349,0.003182365],"category_scores_gemma":[0.0003327343,0.001310746,0.003020396,0.001097666,0.0001960231,0.0001871083,0.0003861858,0.00179514,0.002139408],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015415,"about_ca_system_score_gemma":0.01210686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000264797,"about_ca_topic_score_gemma":0.000008792429,"domain_scores_codex":[0.9931471,0.0005538971,0.001935251,0.001873006,0.001320201,0.001170598],"domain_scores_gemma":[0.9941965,0.0001733295,0.0008491694,0.002678157,0.0009990981,0.001103766],"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":[0.00001433559,0.0000982739,0.00003930619,0.03500457,0.0005437587,0.013175,0.0001995175,8.441739e-8,0.00005521452,0.0002853086,0.02772472,0.9228599],"study_design_scores_gemma":[0.0008681742,0.0009555778,0.000002503263,0.01583976,0.003250653,0.0006154116,0.0006438273,1.076425e-8,0.0007228878,0.000002856447,0.9759532,0.00114519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000233485,0.9713861,0.00001624712,0.0000101304,0.001387098,0.002267086,0.0002588774,0.0003569368,0.02429413],"genre_scores_gemma":[0.000004306347,0.9866986,0.0002003292,0.005895368,0.002160578,0.0006074896,0.0009647126,0.0005060155,0.002962588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9482284,"threshold_uncertainty_score":0.9997633,"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."}}