{"id":"W4399624515","doi":"10.1007/s00464-024-10968-8","title":"Persistent hyperbilirubinemia following preoperative biliary stenting in patients undergoing anatomic hepatectomy predicts serious complications","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Hepatectomy; Biliary drainage; Resection; Biliary stent; Surgery; General surgery; Internal medicine; Gastroenterology; Stent","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":[0.0003303675,0.0004363153,0.000476221,0.001339433,0.0006416322,0.001134922,0.0003276449,0.001055098,0.001887779],"category_scores_gemma":[0.004209405,0.0003634693,0.0005962529,0.001279947,0.0006180733,0.0006925624,0.0006736774,0.001129545,0.0002514506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002742467,"about_ca_system_score_gemma":0.0006998229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365455,"about_ca_topic_score_gemma":0.002287832,"domain_scores_codex":[0.9996647,0.00007344862,0.00006757852,0.00003913716,0.00006239497,0.00009270327],"domain_scores_gemma":[0.9966559,0.001027938,0.001249303,0.0001599001,0.0001491434,0.000757755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001123707,0.00001603622,0.9987784,0.000005185288,0.0000151211,0.0004299214,0.00002316276,0.00001467807,0.000117775,0.000008843239,0.00003069682,0.0004477174],"study_design_scores_gemma":[0.000006804734,0.0001638898,0.9953171,0.00001486257,0.0000756228,0.003282345,0.0004598929,0.0003240198,0.0001421087,0.0000756246,0.0001282714,0.000009571243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988487,0.0003370543,0.0000632019,0.00009923844,0.00001900571,0.000003278295,0.00005000665,0.000004359351,0.0005750786],"genre_scores_gemma":[0.9995651,0.0001466422,0.00005575101,0.00002991049,0.00003886514,0.000002054742,0.0001004331,0.00000152061,0.00005972011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001887779,"threshold_uncertainty_score":0.006315231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173240316642894,"score_gpt":0.2685088443848773,"score_spread":0.2567764412184484,"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."}}