{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04350356,0.0009771107,0.001111469,0.005211716,0.001343592,0.005239095,0.002156805,0.001135576,0.001596423],"category_scores_gemma":[0.0803802,0.0003214237,0.0005633681,0.007922827,0.001962296,0.004490836,0.00599259,0.001286253,0.0004903699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00380435,"about_ca_system_score_gemma":0.004483804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002072917,"about_ca_topic_score_gemma":0.001964237,"domain_scores_codex":[0.9698436,0.01799907,0.002909031,0.001858483,0.005781692,0.001608152],"domain_scores_gemma":[0.9621223,0.01283461,0.01045435,0.003334227,0.008576192,0.002678299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005881737,0.0002112808,0.7720623,0.0008124626,0.0002234149,0.0002178951,0.003105566,0.006523345,0.0006795952,0.01672373,0.01203445,0.1868178],"study_design_scores_gemma":[0.0001835048,0.001869757,0.8194079,0.002156566,0.0002029195,0.001748302,0.01129895,0.02696844,0.003831349,0.07728056,0.05482268,0.000229062],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8313684,0.01527971,0.110235,0.01028627,0.0007857414,0.001061653,0.002805312,0.0007944771,0.02738339],"genre_scores_gemma":[0.9802449,0.0004790857,0.01597549,0.0007062966,0.0001488187,0.0005753929,0.001406613,0.00006683598,0.0003964861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04350356,"threshold_uncertainty_score":0.2300716,"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."}}