{"id":"W4327569180","doi":"10.1016/j.soard.2023.03.004","title":"The effect of bariatric surgery on opioid consumption in patients with obesity: a registry-based cohort study","year":2023,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Surgery; Obesity; Cohort; Opioid; Cohort study; General 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001357907,0.00050237,0.0007501656,0.001047574,0.0008654844,0.001537183,0.0008237188,0.0009669827,0.001709077],"category_scores_gemma":[0.003523045,0.0008772718,0.002046441,0.002446926,0.0004896155,0.001422182,0.001059493,0.001571736,0.0003552852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005332037,"about_ca_system_score_gemma":0.0008966429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01364299,"about_ca_topic_score_gemma":0.01923657,"domain_scores_codex":[0.9984851,0.0004252074,0.0001950625,0.0004252962,0.0001881671,0.0002811607],"domain_scores_gemma":[0.9965572,0.0004701258,0.001588067,0.0005783893,0.0003033647,0.0005027343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001677739,0.00006677234,0.9989716,0.000006382667,0.0002712488,0.00005428372,0.00003692203,0.0000182326,0.00008759064,0.00001782617,0.00007425481,0.0002271371],"study_design_scores_gemma":[0.00001860874,0.00009231603,0.9990849,0.000005530675,0.0001361387,0.0001621729,0.0002301783,0.0001290748,0.0000244308,0.00001845777,0.00009062715,0.000007548578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984188,0.0002988689,0.00007867012,0.00005936169,0.00001377408,0.000009253561,0.0008050086,0.000004198519,0.0003119168],"genre_scores_gemma":[0.9987631,0.0001843878,0.00008982374,0.00004490508,0.00001555633,0.00001202962,0.0007432425,0.000004715651,0.0001423354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01364299,"threshold_uncertainty_score":0.02712715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008836593627321532,"score_gpt":0.2351598410008491,"score_spread":0.2263232473735276,"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."}}