{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004048985,0.0002840753,0.0004304229,0.001585669,0.0007069885,0.001480746,0.000479499,0.0004553729,0.001294974],"category_scores_gemma":[0.01111051,0.000324417,0.0007116073,0.003123671,0.0005563319,0.0006153053,0.00084595,0.0004503175,0.0002358451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001918994,"about_ca_system_score_gemma":0.001306717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01392544,"about_ca_topic_score_gemma":0.0121751,"domain_scores_codex":[0.9966314,0.00119093,0.0005145626,0.0003638395,0.0009558444,0.0003433993],"domain_scores_gemma":[0.9773154,0.002813357,0.01370402,0.0006340686,0.003255321,0.002277828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001238191,0.00004379905,0.9988132,0.00001487888,0.0000397712,0.00002392638,0.0001157069,0.00001458836,0.00002723492,0.000006848606,0.00004933221,0.0007269392],"study_design_scores_gemma":[0.00002227476,0.0004125031,0.9988629,0.0000157707,0.00003147584,0.00008268402,0.0002600671,0.0001056773,0.00003953362,0.00000870049,0.0001535051,0.000005094192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989254,0.0001957123,0.00009711007,0.00004206412,0.000004151429,0.00004077601,0.0003590747,0.000003643564,0.0003319997],"genre_scores_gemma":[0.999366,0.00006244377,0.00006922562,0.00002231023,0.000007599595,0.00002787823,0.0003906089,0.000001670556,0.00005231069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392544,"threshold_uncertainty_score":0.02768874,"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."}}