{"id":"W2738232140","doi":"10.1097/pcc.0000000000001282","title":"Epidemiology of Noninvasive Ventilation in Pediatric Cardiac ICUs*","year":2017,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"National Heart, Lung, and Blood Institute; National Center for Advancing Translational Sciences; University of Michigan","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Nasal cannula; Intensive care; Cohort; Emergency medicine; Intensive care medicine; Anesthesia; Cannula; 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":[0.0006609373,0.0001771909,0.0002698844,0.001148759,0.0002283357,0.0004986635,0.0005158367,0.0003612343,0.0009459948],"category_scores_gemma":[0.00433048,0.0002482398,0.0003850802,0.001868089,0.0002965454,0.0005071899,0.000628288,0.0005042754,0.00008991954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006186996,"about_ca_system_score_gemma":0.0006735849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006695549,"about_ca_topic_score_gemma":0.005682665,"domain_scores_codex":[0.998421,0.0002977694,0.000270727,0.0003722257,0.0004356818,0.0002025864],"domain_scores_gemma":[0.9941292,0.0005486347,0.004555128,0.0001338211,0.000260605,0.0003726297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000139128,0.000006860326,0.9982122,0.00001412906,0.00002057642,0.00007680267,0.00002851969,0.00007538206,0.00005011008,0.00003203386,0.0001416139,0.001327851],"study_design_scores_gemma":[0.000002249238,0.00004513737,0.998386,0.00002323681,0.000007677294,0.0008038771,0.000131325,0.0002502511,0.00003942602,0.00001450397,0.0002935111,0.000002800846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962856,0.00162337,0.0003262843,0.0001921242,0.00001247765,0.00001551709,0.0009606123,0.00001183505,0.0005720577],"genre_scores_gemma":[0.9974994,0.0009612697,0.0003433824,0.00005850449,0.0000350716,0.00002195918,0.001018418,0.000005517355,0.00005647201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006695549,"threshold_uncertainty_score":0.01331311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.057979863501498,"score_gpt":0.3870255138053661,"score_spread":0.3290456503038681,"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."}}