{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002000893,0.0002229611,0.0003146912,0.0001736317,0.00007816859,0.00003089314,0.0001485218,0.00009471607,0.0003375734],"category_scores_gemma":[0.00004115942,0.0001265683,0.00004041001,0.0003841602,0.000180917,0.000150957,0.00009119597,0.0005097293,0.00008621637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008399012,"about_ca_system_score_gemma":0.00001804297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005690223,"about_ca_topic_score_gemma":0.00001647266,"domain_scores_codex":[0.9983785,0.0001461983,0.0001874299,0.0003868952,0.0005220504,0.0003789492],"domain_scores_gemma":[0.9990808,0.0001478026,0.00006870717,0.0004605263,0.0001396136,0.0001024957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002326758,0.0001362717,0.9120595,0.00003175266,0.0001274465,0.000004406014,0.001128943,0.0002231408,0.0009583985,0.0001438843,0.000004537943,0.08285493],"study_design_scores_gemma":[0.006608383,0.0009357539,0.9888965,0.00003684698,0.00002660623,0.000006627615,0.0001038328,0.001711738,0.001022098,0.0002298336,0.0002657493,0.0001560527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949716,0.000303033,0.0001692786,0.0006707162,0.00009130227,0.00188183,0.00001020404,0.0000353845,0.001866654],"genre_scores_gemma":[0.9987351,0.00000831854,0.0006374439,0.0003116528,0.00006126978,0.00003181781,0.00003462752,0.00004756363,0.0001321677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08269888,"threshold_uncertainty_score":0.5161304,"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."}}