{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006052814,0.0001802338,0.0007730898,0.0008389369,0.0001436292,0.00004489286,0.00008043047,0.00008992977,0.0007094864],"category_scores_gemma":[0.002459895,0.0001210541,0.0004572921,0.001645373,0.0001503288,0.0002273342,0.0001656757,0.0001974406,0.00001345275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008722959,"about_ca_system_score_gemma":0.00006604088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00293694,"about_ca_topic_score_gemma":0.0002508892,"domain_scores_codex":[0.9980335,0.0002786672,0.0004581821,0.0003192426,0.0006095797,0.0003007884],"domain_scores_gemma":[0.9955615,0.003211972,0.0001660604,0.0004485255,0.0004777572,0.0001342191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003658864,0.0001597673,0.99257,0.0000412799,0.0009006584,0.000004702481,0.0005224061,0.000008587303,0.000137915,0.00003207938,0.0001077917,0.005478252],"study_design_scores_gemma":[0.0001785891,0.0000104953,0.9970235,0.00001574968,0.0005113513,0.000003148007,0.0001999108,0.001406482,0.0004193582,0.00007273723,0.00004048489,0.0001181873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967679,0.0001806725,0.000236781,0.001986548,0.0001492861,0.000482963,0.00005677681,0.00002274209,0.0001162844],"genre_scores_gemma":[0.9991696,0.00002083609,0.0002652882,0.0003267216,0.00001873059,0.00005904105,0.00004422017,0.00001714735,0.00007835372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005360065,"threshold_uncertainty_score":0.7768379,"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."}}