{"id":"W4323350957","doi":"10.1093/jcag/gwac036.239","title":"A239 PATIENT OUTCOMES AFTER ENDOSCOPIC STENT INSERTION FOR MALIGNANT BILIARY OBSTRUCTION: A QUALITY ASSURANCE STUDY","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Stent; Pancreatic cancer; Endoscopic ultrasound; Surgery; Biliary disease; Percutaneous transhepatic cholangiography; Malignancy; Gastric outlet obstruction; Percutaneous; Retrospective cohort study; Cancer; Radiology; Pancreatitis; Internal medicine","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":[0.000961492,0.0001025021,0.0004080446,0.0002520348,0.00008923646,0.00001042871,0.0001126145,0.00007663888,0.00002485653],"category_scores_gemma":[0.0007281772,0.00007080416,0.0002783499,0.0001574758,0.00002964282,0.00006146423,0.00001879025,0.0001958789,0.000002267131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006685405,"about_ca_system_score_gemma":0.0003054229,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127176,"about_ca_topic_score_gemma":0.2101302,"domain_scores_codex":[0.9981706,0.0003639365,0.0006844416,0.0001135732,0.0003813875,0.000286053],"domain_scores_gemma":[0.9982969,0.0001143082,0.0008132096,0.000166222,0.0004710436,0.0001383222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000440256,0.0001338577,0.9950237,0.00002957576,0.0003264951,0.000008811663,0.000523399,0.00004450958,0.0001638098,0.000003254871,0.003123463,0.0001788223],"study_design_scores_gemma":[0.002771884,0.00148729,0.9938285,0.00003640709,0.000150131,0.00001703416,0.001097668,0.0000120096,0.00003164617,0.00009185005,0.0004433615,0.00003218182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976683,0.0000104349,0.00001165946,0.02112206,0.001542026,0.0005586551,0.00005272359,0.000006149374,0.00001325008],"genre_scores_gemma":[0.9981846,0.000007886799,0.00007382004,0.001394949,0.00005962955,0.00002932627,0.000005332246,0.00001003853,0.0002344574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2080031,"threshold_uncertainty_score":0.8042828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662580492123729,"score_gpt":0.2703479211130509,"score_spread":0.2537221161918136,"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."}}