{"id":"W4293773475","doi":"10.14701/ahbps.22-019","title":"Initial United Kingdom experience of endoscopic ultrasound-directed transgastric endoscopic retrograde cholangiopancreatography","year":2022,"lang":"en","type":"article","venue":"Annals of Hepato-Biliary-Pancreatic Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Endoscopic retrograde cholangiopancreatography; Medicine; Fistula; Surgery; Endoscopic ultrasound; Gastric bypass; Adverse effect; Retrospective cohort study; Complication; General surgery; Weight loss; Internal medicine; Pancreatitis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008647667,0.0005260828,0.001722863,0.001859221,0.0002485516,0.00001711871,0.000384837,0.0001531522,0.001522956],"category_scores_gemma":[0.001060332,0.0005161432,0.000977602,0.00409505,0.0005101918,0.0002020827,0.0000892677,0.0005420925,0.000004154833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004273494,"about_ca_system_score_gemma":0.0004229785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003157865,"about_ca_topic_score_gemma":0.00001712528,"domain_scores_codex":[0.9950062,0.0006324128,0.001475046,0.0007234031,0.00124683,0.0009160758],"domain_scores_gemma":[0.9960397,0.001672971,0.0005703011,0.0009929723,0.000384391,0.000339646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000722032,0.001263231,0.9776702,0.0004897067,0.0005929237,0.0001382985,0.001457614,0.00001255693,0.01474137,0.00008427748,0.001919831,0.000907989],"study_design_scores_gemma":[0.004342035,0.002117382,0.8552836,0.001002321,0.001146856,0.0004062857,0.004975456,0.000230543,0.123739,0.000405059,0.00536979,0.0009816327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994672,0.002359484,0.00002893405,0.0003262968,0.0004236036,0.0008685204,0.0002208649,0.0002505173,0.0008498027],"genre_scores_gemma":[0.9968455,0.001034651,0.0003077553,0.0006688437,0.00009525337,0.0003288668,0.0005818554,0.00008127835,0.00005602282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1223865,"threshold_uncertainty_score":0.999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06466382207095998,"score_gpt":0.3171710242841005,"score_spread":0.2525072022131405,"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."}}