{"id":"W4288050838","doi":"10.1097/sla.0000000000005634","title":"Novel Benchmark Values for Redo Liver Transplantation","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Universität Zürich","keywords":"Medicine; Liver transplantation; Benchmark (surveying); Percentile; Economic shortage; Portal vein thrombosis; Transplantation; Surgery; Thrombosis; Liver disease; Stage (stratigraphy); Internal medicine; Statistics","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":[0.01555036,0.001538252,0.001426811,0.005333023,0.0009205921,0.004961998,0.001801845,0.001141429,0.00241811],"category_scores_gemma":[0.08032569,0.0002963041,0.0008584649,0.004177131,0.0009417802,0.002559772,0.003222663,0.001756443,0.0009921532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002745767,"about_ca_system_score_gemma":0.00223561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002646203,"about_ca_topic_score_gemma":0.00159842,"domain_scores_codex":[0.9906848,0.003034396,0.001426567,0.001137007,0.00280823,0.0009089221],"domain_scores_gemma":[0.9633914,0.01304087,0.01100558,0.001918824,0.008339067,0.002304276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001443639,0.0003809076,0.7122915,0.0006036414,0.0003586276,0.000437214,0.000718882,0.03478052,0.001615879,0.02805451,0.02527628,0.1940385],"study_design_scores_gemma":[0.0002407315,0.001779065,0.5905972,0.001470686,0.0003593689,0.002432234,0.002604302,0.2487891,0.006704019,0.09913857,0.04555649,0.0003282774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6387197,0.01908732,0.2773597,0.005170353,0.001698788,0.0009999047,0.01046837,0.003068267,0.04342755],"genre_scores_gemma":[0.9356346,0.000673519,0.05634606,0.0005248631,0.0003857529,0.0004385425,0.005191145,0.0001806454,0.0006248315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01555036,"threshold_uncertainty_score":0.08223915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2000093921876852,"score_gpt":0.3576422931990972,"score_spread":0.157632901011412,"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."}}