{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009561882,0.0009655812,0.001832184,0.003232166,0.0002355849,0.001189393,0.0008950726,0.001458131,0.01235745],"category_scores_gemma":[0.002573158,0.0003229795,0.001047451,0.00181712,0.0004833826,0.001869174,0.001060698,0.002022917,0.003505184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005627702,"about_ca_system_score_gemma":0.00129734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001384396,"about_ca_topic_score_gemma":0.003314758,"domain_scores_codex":[0.9996036,0.00008595599,0.00009063372,0.00006566333,0.0001250445,0.00002917872],"domain_scores_gemma":[0.9988762,0.000652342,0.0002271451,0.00002937841,0.0001508665,0.00006410749],"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":[0.00009997305,0.00004344423,0.0001660582,0.01979367,0.00009007289,0.00007109218,0.00001921721,0.000110449,0.00039897,0.0008694956,0.02553697,0.9528005],"study_design_scores_gemma":[0.0001990055,0.0002328736,0.002785294,0.0298543,0.0007175349,0.001720628,0.00007555305,0.000254329,0.0004503292,0.002068407,0.9615967,0.000045068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008013225,0.9979101,0.0001225639,0.0002969349,0.000282047,0.000008687517,0.00004250361,0.0000129213,0.0012441],"genre_scores_gemma":[0.000946965,0.9962143,0.0002936918,0.0006405414,0.0006128417,0.00001875437,0.0001065292,0.000004390789,0.001161879],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01235745,"threshold_uncertainty_score":0.04133976,"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."}}