{"id":"W2774999862","doi":"10.1503/cmaj.170296","title":"Diagnosis and treatment of obstructive sleep apnea in adults","year":2017,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":287,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia; Western University","funders":"","keywords":"Obstructive sleep apnea; Medicine; Apnea; Sleep (system call); Airway obstruction; Sleep apnea; Airway; Hypopnea; Population; Anesthesia; Polysomnography; Computer science; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0005451415,0.0006441391,0.00123932,0.00202609,0.0003058072,0.0007216381,0.0009034481,0.0009154999,0.003471543],"category_scores_gemma":[0.001631828,0.0001859768,0.001030011,0.00117202,0.0002819604,0.0006436672,0.0004667361,0.001142759,0.0006487447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005520018,"about_ca_system_score_gemma":0.001453866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006633282,"about_ca_topic_score_gemma":0.01171842,"domain_scores_codex":[0.9996982,0.00005588529,0.00007136742,0.00004366241,0.0001068342,0.00002410973],"domain_scores_gemma":[0.9996585,0.0001468939,0.00008212549,0.000008555494,0.00008206459,0.00002186477],"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":[0.00008729793,0.0000865007,0.0004150077,0.05106585,0.0002737789,0.0001767609,0.00007257269,0.0001386851,0.0004069831,0.0008361317,0.02288354,0.9235567],"study_design_scores_gemma":[0.0002152002,0.0003216581,0.01043508,0.1234977,0.002065863,0.004521667,0.0003137498,0.0002550297,0.000680275,0.001767892,0.8558621,0.00006380043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009104313,0.9993786,0.00002062397,0.0001035739,0.00007779522,0.000005576371,0.00001391344,0.000001814327,0.0003069891],"genre_scores_gemma":[0.001424645,0.9979955,0.0001181764,0.0001377789,0.0001207918,0.000008740534,0.00003202159,6.005314e-7,0.0001618626],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006633282,"threshold_uncertainty_score":0.01318932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150046560139186,"score_gpt":0.3497347994207417,"score_spread":0.3082343338193498,"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."}}