{"id":"W2105528989","doi":"10.4187/respcare.03199","title":"Respiratory Care Year in Review 2013: Airway Management, Noninvasive Monitoring, and Invasive Mechanical Ventilation","year":2014,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Respiratory care; Intensive care medicine; Respiratory monitoring; Mechanical ventilation; Airway management; Airway; Respiratory system; Intensive care; Ventilation (architecture); Anesthesia; 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":[0.0008025186,0.001023532,0.002092229,0.004864155,0.0004435435,0.001940605,0.00111791,0.001463644,0.01149698],"category_scores_gemma":[0.003025613,0.0003908518,0.0008424195,0.005697141,0.0006591634,0.002809537,0.001142571,0.00211016,0.004739492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009092838,"about_ca_system_score_gemma":0.002978627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481653,"about_ca_topic_score_gemma":0.003727355,"domain_scores_codex":[0.9994615,0.00007150161,0.0001482387,0.00007055821,0.0001981211,0.00005009022],"domain_scores_gemma":[0.9982629,0.0007437607,0.0003459681,0.00003016927,0.0004827875,0.0001344615],"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":[0.00008439671,0.00006327197,0.0004326845,0.07645305,0.0001606331,0.0003239557,0.0001272634,0.0001731137,0.0007657227,0.001964054,0.08081523,0.8386366],"study_design_scores_gemma":[0.00001928287,0.00007229254,0.002062354,0.02964629,0.0003707902,0.003968879,0.0001784044,0.00004841075,0.0001789043,0.0008521259,0.9625701,0.00003207014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006924329,0.997425,0.00004578029,0.0003594301,0.001063129,0.000009178911,0.00002269931,0.000006652013,0.0009990023],"genre_scores_gemma":[0.0004119614,0.9980033,0.00009587091,0.0002738327,0.0006975236,0.00000582484,0.00003332664,0.000001954379,0.0004763941],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01149698,"threshold_uncertainty_score":0.03846127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04835627563563006,"score_gpt":0.3513499600766741,"score_spread":0.302993684441044,"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."}}