{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006357736,0.0002368269,0.0002562726,0.001729792,0.0006268208,0.001660866,0.0004962443,0.0003143058,0.0008003463],"category_scores_gemma":[0.01864261,0.0002206676,0.0002914918,0.001853096,0.0005270126,0.0006640112,0.0009950773,0.0003798356,0.000124578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261651,"about_ca_system_score_gemma":0.005920662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035878,"about_ca_topic_score_gemma":0.01540289,"domain_scores_codex":[0.996044,0.001662893,0.0006114615,0.0003219749,0.001022547,0.0003370714],"domain_scores_gemma":[0.9783372,0.004229053,0.01021005,0.0007736833,0.004340149,0.002109764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000236542,0.0003439114,0.9365057,0.0002816501,0.00003471597,0.0001413435,0.0004438231,0.0003685956,0.0007440674,0.00006756972,0.001624237,0.0592078],"study_design_scores_gemma":[0.00006624699,0.0007743489,0.9940529,0.0001383321,0.00004555482,0.0002850763,0.0008454426,0.0009596968,0.0009592809,0.00004755515,0.001810363,0.00001512055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925016,0.001436307,0.001390406,0.001633244,0.00003498638,0.0004773614,0.0004031575,0.00009678076,0.00202611],"genre_scores_gemma":[0.9925588,0.0006496388,0.00574459,0.0002065429,0.00004423007,0.0001691397,0.0003949451,0.000005897111,0.0002262316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01035878,"threshold_uncertainty_score":0.03362328,"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."}}