{"id":"W3033183948","doi":"10.1016/j.gie.2020.03.2367","title":"Su1521 EARLY SINGLE-OPERATOR CHOLANGIOSCOPY ASSISTED ELECTROHYDRAULIC LITHOTRIPSY (SOC-EHL) IN THE MANAGEMENT OF DIFFICULT BILIARY STONES IS COST-EFFECTIVE WHEN COMPARED TO A DELAYED STEP-UP APPROACH TO SOC-EHL","year":2020,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Lithotripsy; Bile duct; Laser lithotripsy; Radiology; Surgery; General surgery","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":[0.0002590325,0.0003263484,0.0009380191,0.0003081562,0.000157126,0.0005604071,0.0002662874,0.0003347072,0.003845213],"category_scores_gemma":[0.0007526776,0.000094403,0.0007255161,0.0002842303,0.00020518,0.0004567619,0.0003827765,0.0005850323,0.000558199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002333491,"about_ca_system_score_gemma":0.0005581176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005391458,"about_ca_topic_score_gemma":0.001416033,"domain_scores_codex":[0.9997509,0.00006896861,0.00002363784,0.00003707908,0.00007665624,0.00004283838],"domain_scores_gemma":[0.9995481,0.00008635266,0.00008919666,0.00003380535,0.00003035719,0.0002120781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.05736305,0.005386938,0.07274894,0.0009837288,0.0005226118,0.004086799,0.0001218157,0.0008134596,0.06884718,0.0005712026,0.002559991,0.7859942],"study_design_scores_gemma":[0.01398727,0.1589835,0.6626759,0.0006230178,0.001530258,0.05039658,0.0009131318,0.01107289,0.0663959,0.0009364877,0.03218302,0.0003018774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865844,0.006864389,0.002218625,0.0005602834,0.0001793918,0.00006587912,0.0001425347,0.0001409445,0.003243682],"genre_scores_gemma":[0.9948491,0.001387348,0.001942728,0.0001717791,0.00008312108,0.00001429159,0.0003046907,0.00001406949,0.001232742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003845213,"threshold_uncertainty_score":0.01286352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03267598076836719,"score_gpt":0.2801531100666173,"score_spread":0.2474771292982501,"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."}}