{"id":"W3008408911","doi":"10.1093/jcag/gwz047.274","title":"A275 REVISITING THE DIAGNOSTIC YIELD OF ERCP BRUSH CYTOLOGY FOR INDETERMINATE BILIARY STRICTURES","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Cytology; Endoscopic retrograde cholangiopancreatography; Malignancy; Radiology; Sampling (signal processing); Biopsy; Brush; Fluoroscopy; Surgery; Pancreatitis; Internal medicine; Pathology","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":[0.001888002,0.0002418952,0.0003683715,0.001605186,0.0003988789,0.001173274,0.000444804,0.0003246138,0.001930511],"category_scores_gemma":[0.01067271,0.0002007588,0.0002975522,0.001225546,0.0004707371,0.0006960233,0.0004416213,0.0003578074,0.0006868787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005847118,"about_ca_system_score_gemma":0.0003601046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765823,"about_ca_topic_score_gemma":0.001414084,"domain_scores_codex":[0.9984126,0.000444287,0.0003256962,0.0001529467,0.0004744169,0.0001900956],"domain_scores_gemma":[0.9911907,0.004218948,0.00237571,0.0003373832,0.001444466,0.0004328502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000126309,0.00001073455,0.9957203,0.00002345327,0.000009528663,0.0006765823,0.00004747188,0.00002945281,0.0005951812,0.00001047264,0.00009389568,0.002656566],"study_design_scores_gemma":[0.000007128876,0.0002939992,0.9853415,0.0000636895,0.00006057067,0.00905935,0.0006967101,0.0009524293,0.002467901,0.00004403669,0.001003047,0.000009722706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968881,0.001621859,0.000200717,0.00008429954,0.00001749045,0.000009495679,0.0001640036,0.00001031304,0.001003707],"genre_scores_gemma":[0.9994462,0.0002278303,0.0001319729,0.00001611101,0.00001432995,0.000002833153,0.0001159304,0.000002605527,0.00004212758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001930511,"threshold_uncertainty_score":0.009984851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565288280446981,"score_gpt":0.2413389081249417,"score_spread":0.2256860253204719,"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."}}