{"id":"W2954572013","doi":"10.1097/mlr.0000000000001163","title":"Disparities in Receipt of Bariatric Surgery in Canada","year":2019,"lang":"en","type":"article","venue":"Medical Care","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Sinai Health System; Toronto Western Hospital; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Logistic regression; Sleeve gastrectomy; Socioeconomic status; Receipt; Referral; Ethnic group; Demographics; Surgery; Obesity; General surgery; Demography; Weight loss; Family medicine; Population; Environmental health; Gastric bypass; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004020093,0.0000919039,0.0005505407,0.0002024647,0.000006468029,0.000001746011,0.00007374747,0.0001192037,0.001389059],"category_scores_gemma":[0.001065489,0.00007481582,0.00007435486,0.0005039322,0.00002221217,0.00003053231,0.00003435302,0.0003007771,0.000008018038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003264382,"about_ca_system_score_gemma":0.003703369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8256243,"about_ca_topic_score_gemma":0.8261013,"domain_scores_codex":[0.9984677,0.0000744571,0.0004363147,0.0001600695,0.0006076049,0.0002538485],"domain_scores_gemma":[0.9985729,0.0009921602,0.0000484831,0.0001872178,0.00004245251,0.0001567294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000577453,0.00002017259,0.9898577,0.0003581461,0.000006251646,0.0002485171,0.0001356579,0.000002079983,0.000001917919,0.00004961427,0.002178376,0.007083821],"study_design_scores_gemma":[0.0006278671,0.00001444663,0.9962699,0.0002034303,0.00001070925,0.00001200294,0.0007676767,0.00003393855,0.00006636765,0.000013254,0.001900749,0.00007961602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930544,0.002037431,7.470238e-7,0.001857038,0.0008869391,0.0001338631,0.000006371426,0.000007662081,0.002015515],"genre_scores_gemma":[0.9987265,0.0001456793,0.00001122268,0.0008515524,0.00007369556,0.000006385314,0.00002583718,0.000008895463,0.0001502173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007004205,"threshold_uncertainty_score":0.9995238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009638503026496626,"score_gpt":0.2266125251124374,"score_spread":0.2169740220859408,"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."}}