{"id":"W2613249547","doi":"10.1097/txd.0000000000000674","title":"Early Intervention With Live Donor Liver Transplantation Reduces Resource Utilization in NASH: The Toronto Experience","year":2017,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Liver transplantation; Perioperative; Population; Liver disease; Transplantation; Nonalcoholic steatohepatitis; Nonalcoholic fatty liver disease; Intensive care medicine; Internal medicine; Surgery; Disease; Fatty liver; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001224085,0.000154424,0.0001668629,0.00004111714,0.000258611,0.00009980553,0.0001254267,0.00005132754,0.000157107],"category_scores_gemma":[0.000008084701,0.0001022745,0.00007811624,0.00004925854,0.00009425687,0.0005367678,0.000004250121,0.00006473601,0.00001745729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009775486,"about_ca_system_score_gemma":0.00002530834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004975894,"about_ca_topic_score_gemma":0.005429431,"domain_scores_codex":[0.9989856,0.00008870952,0.0002196998,0.0002867958,0.000258366,0.000160763],"domain_scores_gemma":[0.9993891,0.0000734526,0.0001362912,0.000278539,0.0000524755,0.00007013619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0135662,0.002375267,0.670469,0.001380938,0.0005005766,0.003047748,0.2062288,0.0001478295,0.0008799064,0.000625769,0.0001275566,0.1006504],"study_design_scores_gemma":[0.00363813,0.0003786355,0.979109,0.0008458747,0.0004123166,0.00007719968,0.001455707,0.0001312444,0.01362572,0.000005905692,0.0001802104,0.0001400139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900724,0.0009476994,0.00008417443,0.0002075617,0.00006096744,0.0006760586,0.00004165239,0.00004717689,0.007862339],"genre_scores_gemma":[0.9939663,0.005159847,0.00007675547,0.00004554718,0.00005263632,0.0002341519,0.0002007375,0.00001643265,0.0002475543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.30864,"threshold_uncertainty_score":0.7522096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0325440810203137,"score_gpt":0.3036987986527597,"score_spread":0.271154717632446,"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."}}