{"id":"W4410196939","doi":"10.1016/j.hpb.2025.03.033","title":"Ten-year outcomes of prophylactic intra-operative biliary stenting during liver transplantation","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Liver transplantation; Biliary stent; Internal medicine; Surgery; Transplantation; General surgery; 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":[0.0006265231,0.0002778574,0.0005454484,0.0007063904,0.0005620581,0.001371693,0.0004211122,0.0007514213,0.002155095],"category_scores_gemma":[0.002624634,0.000165779,0.001494326,0.0007076366,0.0005006422,0.0008334955,0.0008612457,0.001132139,0.0003632838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007248279,"about_ca_system_score_gemma":0.0006398192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167728,"about_ca_topic_score_gemma":0.002679831,"domain_scores_codex":[0.9993592,0.00007656953,0.00007316747,0.00008022742,0.0001008514,0.000309988],"domain_scores_gemma":[0.9978176,0.0003128723,0.0008848072,0.0001093887,0.0001587024,0.0007165052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004572799,0.0005491589,0.9727413,0.00009516132,0.0005780571,0.001289727,0.0002256981,0.0004632331,0.0006634739,0.0002363658,0.000497492,0.01808754],"study_design_scores_gemma":[0.0000557669,0.001947545,0.9939289,0.00007685556,0.0003510045,0.001581894,0.0006076202,0.000347729,0.000215686,0.0003170499,0.0005299348,0.00004008075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976954,0.0007784622,0.00009721635,0.00008878543,0.00003123818,0.000004797722,0.0002014819,0.000004887769,0.001097734],"genre_scores_gemma":[0.9990354,0.00024278,0.000027044,0.00004620089,0.00004230245,0.000003762564,0.0004073757,0.000002016296,0.0001931385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002155095,"threshold_uncertainty_score":0.007209539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021497513797069,"score_gpt":0.2780885866743242,"score_spread":0.2678736115363535,"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."}}