{"id":"W2943882008","doi":"10.1002/lary.28057","title":"Upper airway stimulation therapy and sleep architecture in patients with obstructive sleep apnea","year":2019,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"","keywords":"Medicine; Obstructive sleep apnea; Sleep architecture; Sleep (system call); Anesthesia; Body mass index; Airway; Apnea; Retrospective cohort study; Sleep apnea; Polysomnography; 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":[0.0006011953,0.0001353983,0.000326015,0.0007354463,0.0002236442,0.0004237048,0.0002533826,0.0003697494,0.002298918],"category_scores_gemma":[0.003407932,0.0001055867,0.0002411006,0.0006555585,0.0002259607,0.0003773853,0.0002541346,0.0002133279,0.0002620833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002989227,"about_ca_system_score_gemma":0.0003679184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008631776,"about_ca_topic_score_gemma":0.002196616,"domain_scores_codex":[0.9995847,0.00009045887,0.0001060898,0.00003981749,0.0001376119,0.0000413115],"domain_scores_gemma":[0.9967672,0.0008332447,0.001871622,0.00004397399,0.000311228,0.000172807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000178939,0.00003971608,0.9924493,0.00008374756,0.00003168128,0.0001318989,0.00003009879,0.00002791959,0.0002341622,0.000006091628,0.00008591339,0.006700719],"study_design_scores_gemma":[0.00001328733,0.000415939,0.9982138,0.00005244508,0.00003013621,0.0008074803,0.00009187646,0.00007536895,0.0001103905,0.000006062603,0.0001806022,0.000002545893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950683,0.003760102,0.0001159667,0.0000756787,0.00001291634,0.000035531,0.0002209987,0.000004794956,0.0007056419],"genre_scores_gemma":[0.9985398,0.0007306604,0.0002091019,0.00004748174,0.0000270195,0.00002878884,0.0002936294,0.000001055174,0.0001224375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002298918,"threshold_uncertainty_score":0.007690668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00822538211704482,"score_gpt":0.2428069149642633,"score_spread":0.2345815328472184,"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."}}