{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004965086,0.0003826063,0.000906285,0.0006491738,0.0001603823,0.00006708498,0.0001286692,0.0001699708,0.0001686616],"category_scores_gemma":[0.003509024,0.0003865434,0.0003116105,0.001292796,0.0002089792,0.0004485802,0.0003265219,0.0005691175,0.0001448748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754845,"about_ca_system_score_gemma":0.0002367917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002252443,"about_ca_topic_score_gemma":0.00004981682,"domain_scores_codex":[0.9966428,0.0002874993,0.0005950197,0.0008734644,0.0008067127,0.0007945483],"domain_scores_gemma":[0.9957445,0.002284606,0.0001694422,0.0004216932,0.000246116,0.001133636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000616267,0.0004048739,0.9812843,0.0007307839,0.00009759363,0.0006998606,0.0004024147,0.000008849519,0.00009102334,0.00001400266,0.0002343954,0.01541564],"study_design_scores_gemma":[0.001082665,0.00004612589,0.9949208,0.0001141451,0.00009943866,0.000006180292,0.0001002997,0.002858825,0.0002886159,0.00007819649,0.00005105607,0.0003536124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971769,0.0006401115,0.0001426246,0.0006941439,0.0003057999,0.0007090596,0.00004212588,0.00008478084,0.0002044408],"genre_scores_gemma":[0.9986336,0.0002280305,0.0001518299,0.0004930414,0.000275985,0.00003583571,0.00009996347,0.00006607542,0.00001562911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01506203,"threshold_uncertainty_score":0.9998586,"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."}}