{"id":"W4415742613","doi":"10.1016/j.pan.2025.07.358","title":"Accuracy of endoscopic ultrasound with tissue acquisition (EUS-TA) in the differential diagnosis of biliary strictures: results from a tertiary center with classic- and AI-model application","year":2025,"lang":"en","type":"article","venue":"Pancreatology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Differential diagnosis; Endoscopic ultrasound; Center (category theory); Ultrasound; Endoscopy","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":[0.001902836,0.0003389743,0.0004727839,0.0009714197,0.0003607706,0.001044751,0.0004818421,0.0006262043,0.001022614],"category_scores_gemma":[0.006913516,0.0002487572,0.0004861648,0.0007864285,0.0006210435,0.0007222848,0.0009154759,0.0003559406,0.000546528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004061952,"about_ca_system_score_gemma":0.0004571987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001842031,"about_ca_topic_score_gemma":0.002099246,"domain_scores_codex":[0.9986041,0.0004320431,0.000194937,0.00035298,0.0002775821,0.0001382632],"domain_scores_gemma":[0.9964162,0.001625594,0.0005002474,0.0003949047,0.0007311745,0.0003318407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007002144,0.0001554616,0.984934,0.00003589981,0.00006623786,0.0003004714,0.000222811,0.0002356792,0.00266002,0.00002192275,0.00007393942,0.01059333],"study_design_scores_gemma":[0.00004013885,0.001038849,0.989881,0.00002061412,0.0002069915,0.002781558,0.0005251149,0.002396426,0.002758165,0.00003863482,0.0002967031,0.00001582917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990897,0.0002084209,0.0002373871,0.00002586983,0.000003932299,0.000006474547,0.00007727539,0.0000129349,0.0003380279],"genre_scores_gemma":[0.9993291,0.00008228295,0.0003686639,0.00002163357,0.000009773024,0.000001964288,0.0001327339,0.000005604772,0.00004825903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001902836,"threshold_uncertainty_score":0.01006329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006510833248383951,"score_gpt":0.262424249544997,"score_spread":0.2559134162966131,"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."}}