{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007727037,0.001111207,0.003594034,0.0009300599,0.0001675576,0.00006798429,0.0004680378,0.001037049,0.0001753675],"category_scores_gemma":[0.0002144078,0.001014502,0.0008742646,0.0007552704,0.0001102139,0.0002030788,0.0003810219,0.001228986,0.0004045067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008564743,"about_ca_system_score_gemma":0.001080201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007472116,"about_ca_topic_score_gemma":0.00003744792,"domain_scores_codex":[0.9943286,0.0006356748,0.001750716,0.001566607,0.0009256559,0.0007927646],"domain_scores_gemma":[0.9963723,0.000143947,0.0008811387,0.001570082,0.0004595607,0.0005729509],"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":[0.00004401871,0.00005115792,0.0004541966,0.3122046,0.0002518943,0.001210589,0.0002451993,2.311999e-7,0.00005636935,0.0002414236,0.003934653,0.6813057],"study_design_scores_gemma":[0.001071169,0.0005641709,0.00006129946,0.1292801,0.002015502,0.0000313124,0.0007671753,1.606894e-8,0.0005677838,0.000005970489,0.8648991,0.0007363578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002299714,0.9908551,0.00001184743,0.00001191708,0.0008146251,0.004664976,0.00006872148,0.0001387387,0.003204127],"genre_scores_gemma":[0.0001351863,0.996092,0.0002617623,0.0009478351,0.0009054181,0.0008526138,0.0002564965,0.0002619211,0.0002867769],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8609645,"threshold_uncertainty_score":0.9992306,"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."}}