{"id":"W2608506944","doi":"10.4187/respcare.05530","title":"2016 Year in Review: Noninvasive Ventilation","year":2017,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Noninvasive ventilation; Clinical Practice; Intensive care medicine; Ventilation (architecture); Modality (human–computer interaction); Mechanical ventilation; Anesthesia; Physical therapy","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":[0.0006583632,0.001232179,0.002493684,0.006388914,0.0005611609,0.002765166,0.001332314,0.001482591,0.03317947],"category_scores_gemma":[0.003924786,0.0003871335,0.00109667,0.005486885,0.0005253968,0.003120749,0.001511614,0.002401164,0.01039144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009309828,"about_ca_system_score_gemma":0.003647725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337832,"about_ca_topic_score_gemma":0.002475356,"domain_scores_codex":[0.9993358,0.00007436013,0.0002347428,0.0000921651,0.0002084322,0.00005441212],"domain_scores_gemma":[0.998019,0.0007174094,0.0005033613,0.00004200752,0.0005641084,0.0001542107],"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":[0.0001366031,0.00006455334,0.0004615556,0.1506123,0.0003017303,0.0005819189,0.0002127699,0.0001969647,0.0009305367,0.002273513,0.2116892,0.6325384],"study_design_scores_gemma":[0.0000251142,0.00004411469,0.0009145956,0.04064741,0.0004624959,0.003274382,0.0001276178,0.0000340193,0.0001540192,0.0009127409,0.9533774,0.00002598099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001073436,0.9928063,0.00008158496,0.0008282289,0.003596645,0.00002851999,0.0001277357,0.00002037958,0.002403345],"genre_scores_gemma":[0.0006435786,0.994561,0.000155698,0.0008097108,0.002155586,0.00001710519,0.0001711587,0.000007034003,0.001479073],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03317947,"threshold_uncertainty_score":0.1109964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452846847378183,"score_gpt":0.4308934207207791,"score_spread":0.2856087359829608,"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."}}