{"id":"W4323350807","doi":"10.1093/jcag/gwac036.078","title":"A78 BILIARY STENT USE IN ERCP: A QUALITY ASSURANCE STUDY ASSESSING ADHERENCE TO CLINICAL GUIDELINES AND COST OUTCOMES","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; Biliary stent; Bile duct; Endoscopy; Surgery; Radiology; 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":[0.008363186,0.0002532974,0.0004532309,0.001933906,0.0005283973,0.001514633,0.0006139012,0.0007149799,0.0007215284],"category_scores_gemma":[0.0315567,0.0003196845,0.0008042553,0.003017815,0.0007026949,0.00091318,0.0009196478,0.0006212489,0.00008931143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002331634,"about_ca_system_score_gemma":0.001319315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01719785,"about_ca_topic_score_gemma":0.01248926,"domain_scores_codex":[0.9909781,0.003849103,0.001278197,0.0006249457,0.002646279,0.0006233355],"domain_scores_gemma":[0.9535264,0.009974746,0.02787239,0.001009365,0.005361719,0.002255351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001421242,0.0000959282,0.9981827,0.00001992162,0.00009097773,0.00001394271,0.0001814336,0.00002628663,0.00001636072,0.000008696987,0.0000342378,0.0011874],"study_design_scores_gemma":[0.00001335643,0.0002937818,0.9990593,0.00001504822,0.0000377811,0.00003059593,0.0002461117,0.000212942,0.00001983637,0.000008708112,0.00005772017,0.000004926271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993513,0.0002143694,0.00007013927,0.00004249385,0.000002522815,0.00002918224,0.00008004933,0.000001741979,0.0002081288],"genre_scores_gemma":[0.9997432,0.00003886502,0.00006738072,0.00001766165,0.000004103631,0.00001494387,0.00008941175,8.947299e-7,0.00002355889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01719785,"threshold_uncertainty_score":0.04422927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1326401758229987,"score_gpt":0.4168005279724539,"score_spread":0.2841603521494552,"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."}}