{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0040439,0.00009505185,0.0005655708,0.000300001,0.00004997649,0.00002897202,0.0001512601,0.00008576615,0.000008607868],"category_scores_gemma":[0.007275653,0.0000671864,0.0001473301,0.0002462353,0.00003878174,0.0001099393,0.00004260055,0.0003259131,0.000001907205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003690453,"about_ca_system_score_gemma":0.0004557305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01567209,"about_ca_topic_score_gemma":0.7435672,"domain_scores_codex":[0.9973671,0.0007312691,0.001136344,0.0001354658,0.0003531087,0.000276692],"domain_scores_gemma":[0.9979,0.0003991159,0.0007310097,0.0001617235,0.0005726845,0.0002354564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001422136,0.0001180993,0.9918408,0.000009650165,0.0001346219,0.00002045956,0.000226148,0.00006692227,0.00003568804,0.000001149209,0.006936331,0.0004679004],"study_design_scores_gemma":[0.002484592,0.0009031764,0.9949328,0.00007033261,0.00006597751,0.00001396456,0.001187869,0.00003564232,0.000001148231,0.00001683205,0.0002538889,0.00003379085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683245,0.000005905851,0.000008370448,0.03061853,0.0006412874,0.0003669094,0.00001825736,0.000003905286,0.0000122668],"genre_scores_gemma":[0.996133,0.00002164181,0.0002032647,0.003348683,0.0000645556,0.000004352512,0.000001608908,0.000007513492,0.0002153419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7278951,"threshold_uncertainty_score":0.9908826,"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."}}