{"id":"W2031842037","doi":"10.1007/s11695-013-0991-2","title":"Sleep-Disordered Breathing and Postoperative Outcomes After Bariatric Surgery: Analysis of the Nationwide Inpatient Sample","year":2013,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"National Center for Research Resources; National Institute of Diabetes and Digestive and Kidney Diseases; National Institute on Aging","keywords":"Medicine; Perioperative; Obstructive sleep apnea; Odds ratio; Intubation; Atrial fibrillation; Cardiac surgery; Sleep apnea; Sleep disordered breathing; Anesthesia; 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":[0.0008722296,0.0003876854,0.0006857112,0.0008401986,0.000737157,0.0008037998,0.0006219993,0.0005550872,0.001081293],"category_scores_gemma":[0.003088867,0.0005368103,0.0008734555,0.001804141,0.0004349053,0.0007865067,0.001209591,0.0008569126,0.000204173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008576305,"about_ca_system_score_gemma":0.001004782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03851907,"about_ca_topic_score_gemma":0.0444007,"domain_scores_codex":[0.9989331,0.0003151066,0.0001308001,0.0001641616,0.0002070145,0.0002498348],"domain_scores_gemma":[0.9982503,0.000290681,0.0006972093,0.0001516632,0.0002266124,0.0003835423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001033698,0.00007856001,0.9991907,0.000004201112,0.00005263903,0.00003124687,0.00006163706,0.00001662574,0.00006799048,0.000006545584,0.00006437259,0.0003221227],"study_design_scores_gemma":[0.000004859896,0.00004194332,0.9994527,0.000001918872,0.0000187844,0.00004457759,0.0003135703,0.00007615146,0.00001332382,0.000003170633,0.00002707648,0.00000199282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995344,0.00004044866,0.0000217647,0.00001948896,0.000002464294,0.000005097334,0.000280674,8.113107e-7,0.00009483763],"genre_scores_gemma":[0.9986884,0.00008225357,0.00003871125,0.00003056406,0.000007599209,0.00001318961,0.001051086,0.000001686401,0.00008645555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03851907,"threshold_uncertainty_score":0.0765897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479719381497926,"score_gpt":0.2536783038142635,"score_spread":0.2388811099992842,"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."}}