{"id":"W3044436793","doi":"10.1016/j.hpb.2020.04.583","title":"Billiat intra-operative stents in orthotopic liver transplantation","year":2020,"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","funders":"","keywords":"Medicine; Propensity score matching; Liver transplantation; Surgery; Stent; Biliary stent; Anastomosis; Incidence (geometry); Transplantation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002714343,0.00007796789,0.0001421018,0.0000464271,0.00001694137,0.000007609372,0.00003378254,0.00005070193,0.0004409637],"category_scores_gemma":[0.000008269883,0.00006287761,0.00003703086,0.0001362397,0.00001575517,0.00006867824,0.000002723522,0.0001135201,0.00007445391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001904422,"about_ca_system_score_gemma":0.00002366971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003093231,"about_ca_topic_score_gemma":0.00004090853,"domain_scores_codex":[0.9994695,0.00002167442,0.0001573894,0.0001413785,0.0001096815,0.0001004117],"domain_scores_gemma":[0.9998109,0.00001768152,0.00002004723,0.00005713398,0.0000210696,0.00007313597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007374782,0.0001821588,0.9262476,0.002059161,0.00005421696,0.002344845,0.01836537,0.00001561526,0.01487274,0.0006208222,0.0007622629,0.03373776],"study_design_scores_gemma":[0.004263461,0.0005577261,0.9049014,0.0002275957,0.0001551275,0.0000955986,0.0004283279,0.00206104,0.08407525,0.00002541313,0.00293896,0.0002700489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870033,0.0001420492,0.009460646,0.0016388,0.00005444799,0.0004594666,0.00002109772,0.0001227648,0.001097462],"genre_scores_gemma":[0.9893744,0.00228585,0.004119225,0.003862144,0.00005890795,0.00001269708,0.00006173523,0.00001238848,0.0002126399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06920251,"threshold_uncertainty_score":0.4828244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.028119491433021,"score_gpt":0.2892566409092198,"score_spread":0.2611371494761988,"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."}}