{"id":"W2945575034","doi":"10.1055/a-0836-2514","title":"Endoscopic ultrasound-guided biliary drainage in high grade biliary hilar obstruction","year":2019,"lang":"en","type":"article","venue":"Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Biliary drainage; Endoscopic ultrasound; Drainage; Ultrasound; Endoscopy; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002422206,0.0003189501,0.0005148451,0.0003609812,0.00005824504,0.00003049167,0.0001848863,0.0001953598,0.001479741],"category_scores_gemma":[0.0001779775,0.0002851796,0.0001477023,0.0005675943,0.0001044092,0.0002321179,0.00004581515,0.0004710771,0.0005231872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001709259,"about_ca_system_score_gemma":0.0001549459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006990813,"about_ca_topic_score_gemma":0.00006177129,"domain_scores_codex":[0.9978009,0.0001078482,0.0004795628,0.0006198689,0.0004209911,0.0005708513],"domain_scores_gemma":[0.9988196,0.0001841387,0.00009570569,0.0006852362,0.00005097046,0.0001643653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001157151,0.0004275028,0.766411,0.0002972269,0.0000751133,0.00009665763,0.0005972682,0.00002764801,0.2266977,0.0009937471,0.003730874,0.00052951],"study_design_scores_gemma":[0.01072088,0.0007057468,0.8731006,0.0003294091,0.0001368262,0.0001667211,0.001436819,0.00009157289,0.1025681,0.005409202,0.004820524,0.0005135228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880008,0.0004954004,0.00002543433,0.001114839,0.001395445,0.001135686,0.000012607,0.0001904067,0.007629423],"genre_scores_gemma":[0.9951319,0.0001745438,0.001827955,0.0007629253,0.0001992027,0.00006019533,0.0001516835,0.00005775762,0.001633905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1241296,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244426888789185,"score_gpt":0.2621659481247358,"score_spread":0.2497216792368439,"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."}}