{"id":"W2914973997","doi":"10.5664/jcsm.7638","title":"Treatment of Adult Obstructive Sleep Apnea With Positive Airway Pressure: An American Academy of Sleep Medicine Systematic Review, Meta-Analysis, and GRADE Assessment","year":2019,"lang":"en","type":"review","venue":"Journal of Clinical Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":696,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Obstructive sleep apnea; Continuous positive airway pressure; Meta-analysis; Sleep (system call); Sleep medicine; Airway; Sleep apnea; Positive airway pressure; Polysomnography; Apnea; Anesthesia; Sleep disorder; Internal medicine; Insomnia; Psychiatry","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":[0.007178068,0.00227671,0.01610534,0.003581847,0.0007062888,0.002724845,0.001989892,0.002128814,0.003360748],"category_scores_gemma":[0.02080337,0.001238486,0.02882346,0.003560255,0.0007416151,0.001820444,0.001619046,0.002631626,0.0002636947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002093534,"about_ca_system_score_gemma":0.002787572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009336919,"about_ca_topic_score_gemma":0.03050468,"domain_scores_codex":[0.9944185,0.002033996,0.001960451,0.0006412287,0.0007529202,0.0001929869],"domain_scores_gemma":[0.9929124,0.00483832,0.001339978,0.0002087934,0.0005663318,0.0001341602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004302592,0.00007078158,0.002397172,0.5073999,0.455976,0.00007267798,0.0001153086,0.0003048277,0.0002868237,0.0001147082,0.000833032,0.02812617],"study_design_scores_gemma":[0.002538017,0.0003727763,0.0032073,0.03156108,0.9600202,0.00007259235,0.00007359115,0.0001517195,0.0001015929,0.0001691013,0.001700266,0.00003171485],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003450438,0.9952932,0.000311009,0.0001176922,0.0001804004,0.0002153968,0.0002316431,0.00001824295,0.0001819664],"genre_scores_gemma":[0.1030413,0.8922263,0.002288121,0.0009734782,0.0002606926,0.0005332776,0.0003882695,0.00002106729,0.0002675386],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01610534,"threshold_uncertainty_score":0.03796172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501430220260331,"score_gpt":0.4995440719755015,"score_spread":0.3494010499494684,"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."}}