{"id":"W4303513309","doi":"10.4103/eus-d-21-00137","title":"EUS-guided biliary drainage in malignant distal biliary obstruction: An international survey to identify barriers of technology implementation","year":2022,"lang":"en","type":"article","venue":"Endoscopic Ultrasound","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; University of Alberta Hospital; Centre Hospitalier de l’Université de Montréal; University of Calgary; McGill University Health Centre","funders":"","keywords":"Medicine; Biliary drainage; Drainage; General surgery; Gastroenterology; Internal medicine; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002474201,0.0002191186,0.000289876,0.001186969,0.0002321171,0.0006372735,0.0003238009,0.0006405721,0.001449788],"category_scores_gemma":[0.006730272,0.0002519661,0.0005727029,0.001892799,0.0003266409,0.001083042,0.0009573099,0.0006107576,0.0003419019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548448,"about_ca_system_score_gemma":0.0005315216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003497286,"about_ca_topic_score_gemma":0.002589979,"domain_scores_codex":[0.998259,0.0006381783,0.0003552712,0.0001813748,0.0002799483,0.0002863576],"domain_scores_gemma":[0.9932227,0.001306238,0.004017184,0.0001939213,0.0006187601,0.0006411378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002880793,0.00006314671,0.9968863,0.00005896247,0.00002132618,0.000045089,0.0006123945,0.00002388687,0.00006741642,0.00001682069,0.0002154554,0.001960376],"study_design_scores_gemma":[0.000004682404,0.0001080449,0.997205,0.0000500844,0.00001397638,0.0001712642,0.001736411,0.0001834427,0.00004079929,0.000008596488,0.0004727908,0.000005001697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977219,0.000329983,0.0001317493,0.0003021666,0.000006410645,0.00004675781,0.0006420875,0.000004111308,0.0008148313],"genre_scores_gemma":[0.9989459,0.0002955189,0.0001238317,0.0001401388,0.000006300719,0.00004376257,0.0003296029,0.000002121335,0.0001128175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003497286,"threshold_uncertainty_score":0.01308501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02085447726078792,"score_gpt":0.341921085960013,"score_spread":0.321066608699225,"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."}}