{"id":"W2519737442","doi":"10.9778/cmajo.20160042","title":"The effect of the Ontario Bariatric Network on health services utilization after bariatric surgery: a retrospective cohort study","year":2016,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Medicine; Confidence interval; Surgery; Health care; Retrospective cohort study; General surgery; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004264541,0.0002514935,0.0008635178,0.0000870779,0.0004112711,0.0000736974,0.0004390604,0.00009543793,0.000249458],"category_scores_gemma":[0.0002776833,0.0001003152,0.0002258835,0.001063082,0.00005069225,0.0001477397,0.0003263914,0.0002239652,0.00003557257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005032268,"about_ca_system_score_gemma":0.0005040307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02748718,"about_ca_topic_score_gemma":0.0389348,"domain_scores_codex":[0.997094,0.0009219228,0.000583375,0.0004374228,0.0005427581,0.0004205067],"domain_scores_gemma":[0.9962289,0.002133103,0.0004251986,0.0009767928,0.0001159213,0.0001200632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001525598,0.00009529306,0.9883015,0.00003847919,0.0002158984,0.00000533815,0.000440546,0.000002866211,6.111421e-7,0.00007442436,0.00307618,0.006223326],"study_design_scores_gemma":[0.001400674,0.0007333913,0.9935908,0.000194504,0.0002880244,0.00000535317,0.00004888144,0.000004150481,0.00003453099,0.00009659416,0.003486487,0.0001165627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898089,0.0004066867,0.00001496976,0.001911037,0.001528465,0.004804431,0.000007109661,0.00003171519,0.001486665],"genre_scores_gemma":[0.9966994,0.000103326,0.000008007649,0.0005637544,0.0003221376,0.0002546317,0.00000518817,0.00002907115,0.00201447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144762,"threshold_uncertainty_score":0.9789889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702017002013671,"score_gpt":0.2846369200961981,"score_spread":0.2676167500760614,"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."}}