{"id":"W4387846638","doi":"10.1186/s12876-023-02998-8","title":"The utility of self-expanding metal stents in benign biliary strictures- a retrospective case series","year":2023,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Pancreatitis; Stent; Anastomosis; Retrospective cohort study; Radiology; Hepatology; Surgery; Primary sclerosing cholangitis; Internal medicine","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":[0.0007294884,0.0005029483,0.0006506699,0.002192856,0.001080352,0.001081941,0.0005343792,0.001229492,0.001272558],"category_scores_gemma":[0.002802187,0.000672274,0.0006788345,0.001456473,0.001009849,0.0008954331,0.0008150782,0.0005486612,0.0004241299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004568268,"about_ca_system_score_gemma":0.0005809789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007638628,"about_ca_topic_score_gemma":0.00133359,"domain_scores_codex":[0.9989578,0.0001614133,0.0003038931,0.0002014001,0.000189751,0.0001857948],"domain_scores_gemma":[0.9972035,0.0006596695,0.001212168,0.0003119265,0.000191624,0.0004211038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001235351,0.00009452885,0.8495368,0.000112906,0.00006403033,0.1442865,0.0004748903,0.00006309043,0.0008865124,0.00008107278,0.0001904794,0.00408563],"study_design_scores_gemma":[0.00001877323,0.0004037926,0.308431,0.00006648012,0.000164128,0.6872598,0.001192515,0.0003065917,0.0007775925,0.00008089669,0.001269011,0.00002941054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963495,0.002480068,0.0002439689,0.00007127109,0.00001612183,0.00003723532,0.00004797128,0.00001115462,0.0007426384],"genre_scores_gemma":[0.998767,0.0007253185,0.0002051256,0.00006359413,0.0000524809,0.00001131701,0.00006694477,0.000003973675,0.000104324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002192856,"threshold_uncertainty_score":0.004257143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02034091616804122,"score_gpt":0.276849131449024,"score_spread":0.2565082152809827,"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."}}