{"id":"W3092051825","doi":"10.1016/j.jsmc.2020.08.012","title":"Noninvasive Ventilation Downloads and Monitoring","year":2020,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Hypoventilation; Noninvasive ventilation; Intensive care medicine; Obstructive sleep apnea; Ventilation (architecture); Pulmonary disease; Apnea–hypopnea index; Tidal volume; Apnea; Polysomnography; Anesthesia; Mechanical ventilation; Respiratory system; 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":[0.0005487656,0.0005070691,0.002869231,0.0002494622,0.00007828598,0.00001418462,0.0001461815,0.0005275248,0.0001774],"category_scores_gemma":[0.0006295985,0.0003674895,0.0003870891,0.0003585812,0.0001286495,0.0000620777,0.00010518,0.0009122455,0.0001683394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008937891,"about_ca_system_score_gemma":0.0003480173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001849997,"about_ca_topic_score_gemma":2.912304e-7,"domain_scores_codex":[0.997193,0.00008644605,0.001275363,0.0006477584,0.0004821193,0.0003152915],"domain_scores_gemma":[0.99793,0.000283837,0.0006349775,0.0004769452,0.0001277743,0.0005464682],"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":[0.00002462509,0.00002642567,0.0001488987,0.009721598,0.00023602,0.0006198401,0.0001300276,2.141574e-8,0.000002611864,0.00003285973,0.000733416,0.9883236],"study_design_scores_gemma":[0.001003864,0.0009561548,0.00002315359,0.02347656,0.004189178,0.0003130799,0.0001256036,0.000006305162,0.000008353372,0.00003544633,0.9696063,0.0002560503],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003612617,0.9950591,0.0001685902,0.0003086526,0.002389523,0.001098005,0.00001074575,0.0001043824,0.0008249105],"genre_scores_gemma":[0.00003235778,0.9944128,0.0004255369,0.0004209045,0.003902096,0.00006020966,0.000175705,0.00008759748,0.0004827549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9880676,"threshold_uncertainty_score":0.9998777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079045152496768,"score_gpt":0.4130322920677673,"score_spread":0.3051277768180905,"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."}}