{"id":"W3009597921","doi":"10.1007/s11695-020-04514-3","title":"Obstructive Sleep Apnea and Non-alcoholic Fatty Liver Disease in Obese Patients Undergoing Bariatric Surgery","year":2020,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; Toronto General Hospital; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Fatty liver; Gastroenterology; Internal medicine; Obstructive sleep apnea; Perioperative; Liver biopsy; Population; Polysomnography; Sleep apnea; Surgery; Biopsy; Apnea; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003515946,0.0002739467,0.0003559734,0.000912229,0.0005401133,0.0006434608,0.0002358811,0.0006355337,0.001914806],"category_scores_gemma":[0.001700375,0.000278336,0.0006069966,0.001021861,0.0002533442,0.0006809251,0.0004947393,0.0009299767,0.0001468393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969701,"about_ca_system_score_gemma":0.0004399715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008177987,"about_ca_topic_score_gemma":0.01622481,"domain_scores_codex":[0.9997944,0.00004341821,0.00003280737,0.00002826778,0.00004276587,0.00005836143],"domain_scores_gemma":[0.9992072,0.0001480976,0.0003107963,0.0000212903,0.00006707673,0.0002455745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001362051,0.00005968041,0.9988463,0.000008919308,0.00003757971,0.00009429903,0.0000420695,0.000007875617,0.00008520897,0.000007676914,0.00002931909,0.0006448783],"study_design_scores_gemma":[0.000005176679,0.00007617703,0.9994251,0.000004776012,0.00002121521,0.0001401872,0.0002280142,0.00002686057,0.000007355412,0.000006877208,0.00005647941,0.000001885648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983649,0.0007075538,0.00001600755,0.00008595319,0.00002190029,0.000006988708,0.0001200466,7.008133e-7,0.0006759737],"genre_scores_gemma":[0.9987069,0.0005596488,0.00004575121,0.00009736951,0.00005701095,0.000008599128,0.0002405572,7.135025e-7,0.0002834077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008177987,"threshold_uncertainty_score":0.0162608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02374441940175583,"score_gpt":0.2476813762936538,"score_spread":0.223936956891898,"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."}}