{"id":"W4323353043","doi":"10.1093/jcag/gwac036.081","title":"A81 OPTIMIZING THE INDICATIONS FOR BILIARY STENT PLACEMENT IN PATIENTS WITH CBD STONES: A QUALITY IMPROVEMENT INITIATIVE TO ENHANCE PATIENT CARE AND REDUCE HEALTHCARE RESOURCE UTILIZATION","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Stent; Common bile duct; Biliary stent; Audit; Bile duct; Surgery; General surgery; Pancreatitis","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":[],"consensus_categories":[],"category_scores_codex":[0.0006147755,0.00008728404,0.0002319903,0.0002568864,0.0001356881,0.00001014552,0.0001018484,0.00005371214,0.000002758532],"category_scores_gemma":[0.0003544868,0.00005651735,0.00005961991,0.0002453278,0.00003610855,0.00004209691,0.00002977554,0.0001722806,2.070014e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159442,"about_ca_system_score_gemma":0.0003995362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296296,"about_ca_topic_score_gemma":0.09925953,"domain_scores_codex":[0.9985696,0.000244373,0.0004874673,0.0001235871,0.0003246426,0.0002503453],"domain_scores_gemma":[0.998316,0.00008898535,0.000734118,0.0001333664,0.0005883352,0.0001391165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001042196,0.0001033166,0.9824803,0.00007418026,0.0001343122,6.843524e-7,0.01100166,0.0006787364,0.00004569917,0.00001015259,0.001919158,0.002509543],"study_design_scores_gemma":[0.002345341,0.004706183,0.9765969,0.0001470536,0.0000665204,0.000001725202,0.01555206,0.00002607869,0.0001047887,0.00001592676,0.0003952965,0.00004211584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676034,0.00001920757,0.00005529781,0.0310083,0.0001055033,0.001082139,0.0001076924,0.000002743079,0.00001569222],"genre_scores_gemma":[0.9968702,0.00001441665,0.0001657446,0.002815137,0.00002013759,0.00004577519,0.00004079321,0.000009135892,0.00001862729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09796324,"threshold_uncertainty_score":0.9171766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110821286220755,"score_gpt":0.2981972711032901,"score_spread":0.2770890582410826,"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."}}