{"id":"W2751174878","doi":"10.1097/sla.0000000000002477","title":"Defining Benchmarks in Liver Transplantation","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":252,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Liver transplantation; Transplantation; Surgery; Complication; Liver disease; Percentile; Single Center; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003031597,0.00006136687,0.0002172478,0.000142727,0.00004385586,0.00001047211,0.00004726119,0.00005697693,0.0001877428],"category_scores_gemma":[0.00006927222,0.0000562884,0.00009676338,0.00003631892,0.00004252494,0.0001449813,0.000004048411,0.00007004215,0.000006731438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002873465,"about_ca_system_score_gemma":0.00003754385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002060939,"about_ca_topic_score_gemma":0.00002822726,"domain_scores_codex":[0.999434,0.00001290812,0.0002293427,0.00009283995,0.000113189,0.0001177206],"domain_scores_gemma":[0.9994699,0.000147842,0.0001169666,0.0001803148,0.00004672689,0.0000382842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001882007,0.00005761231,0.9823567,0.0007653537,0.00001554249,0.0004037984,0.0003176458,5.577735e-7,0.0003269858,0.0007934592,0.001407549,0.01336662],"study_design_scores_gemma":[0.0001706323,0.00001786195,0.9285803,0.0003412161,0.00001866366,0.00002859936,0.00001708658,0.000009840691,0.07040346,0.000126282,0.0002294137,0.00005662871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900218,0.0003958618,0.00007557624,0.001551626,0.00006803649,0.00007319055,0.00001686143,0.00001912812,0.0077779],"genre_scores_gemma":[0.9849321,0.01419241,0.0003132121,0.000413079,0.00001821908,0.000003176917,0.00005643356,0.000007116557,0.00006425261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07007648,"threshold_uncertainty_score":0.2295374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1595941477229666,"score_gpt":0.3708964383229563,"score_spread":0.2113022905999897,"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."}}