{"id":"W2904085451","doi":"10.4103/eus.eus_53_18","title":"A multi-institution consensus on how to perform EUS-guided biliary drainage for malignant biliary obstruction","year":2018,"lang":"en","type":"article","venue":"Endoscopic Ultrasound","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"Natural Science Foundation of Liaoning Province","keywords":"Biliary drainage; Medicine; Institution; Drainage; Internal medicine; Gastroenterology; General surgery; Political science","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"],"consensus_categories":[],"category_scores_codex":[0.0003023037,0.0003034488,0.0003577634,0.0002285028,0.0003561809,0.00005647451,0.0001240956,0.0001624651,0.0001810499],"category_scores_gemma":[0.001425449,0.0002483993,0.0001517397,0.0002844997,0.0003032168,0.00008259288,0.00002425324,0.0002097677,0.0001262417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001852646,"about_ca_system_score_gemma":0.0001971052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001094704,"about_ca_topic_score_gemma":0.0001321134,"domain_scores_codex":[0.9981964,0.00005634905,0.0003148952,0.0006092765,0.0003042328,0.0005188929],"domain_scores_gemma":[0.9986171,0.0003007746,0.00008551579,0.0005151195,0.0002370901,0.0002444123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001426836,0.001173575,0.04100245,0.0007048875,0.0003831582,0.00006080125,0.003898014,0.00002206092,0.8979574,0.001898542,0.03966448,0.01180782],"study_design_scores_gemma":[0.03278659,0.01388536,0.3914382,0.001489244,0.001075018,0.001160693,0.01072006,0.001549201,0.4097342,0.002700968,0.1313974,0.002063118],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877429,0.00007261452,0.002189484,0.00282186,0.002058316,0.002214809,0.00006017643,0.0001881644,0.00265165],"genre_scores_gemma":[0.9796331,0.00001860173,0.01573358,0.001223161,0.00073667,0.0001704455,0.00009349107,0.00004032079,0.002350639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4882232,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372401800903447,"score_gpt":0.2986286847504379,"score_spread":0.2649046667414034,"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."}}