{"id":"W3006734580","doi":"10.1093/jcag/gwaa007","title":"Characteristics and Outcomes of ERCP at a Canadian Tertiary Centre: Initial Results from a Prospective High-Fidelity Biliary Endoscopy Registry","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Pancreatitis; Perforation; Endoscopy; Prospective cohort study; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003405492,0.0001264053,0.0005539152,0.0001349814,0.00007081075,0.000009595085,0.0001643648,0.0001456133,0.00005499958],"category_scores_gemma":[0.001843946,0.00009859158,0.0001514956,0.00008419777,0.0001046297,0.00005608316,0.00003560067,0.0003462899,0.00000116422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026404,"about_ca_system_score_gemma":0.0009795569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2479837,"about_ca_topic_score_gemma":0.8947944,"domain_scores_codex":[0.9983566,0.0002051786,0.0007239445,0.0001491021,0.0002701985,0.0002949095],"domain_scores_gemma":[0.9976553,0.0001043697,0.001141971,0.0001592372,0.0003922544,0.0005469232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00101216,0.00003257875,0.9910669,0.00001767083,0.000373541,0.0000435092,0.000796509,0.000001741953,0.0005118051,0.000004620667,0.006089379,0.0000496145],"study_design_scores_gemma":[0.003482908,0.0003949441,0.9949797,0.00004591569,0.0002365426,0.00002963459,0.0001631724,0.00001793023,0.0002158721,0.0000632235,0.0003279904,0.00004220446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914556,0.0000130572,0.000001889028,0.08350356,0.000293836,0.0001932236,0.001357895,0.000002412769,0.00007810578],"genre_scores_gemma":[0.9940292,0.00002522222,0.0001467646,0.00554657,0.0001369951,8.717739e-7,0.00004541513,0.00001077515,0.00005824765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6468107,"threshold_uncertainty_score":0.757024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008886303923289696,"score_gpt":0.2292712545894819,"score_spread":0.2203849506661922,"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."}}