{"id":"W4391886466","doi":"10.1093/jcag/gwad061.279","title":"A279 WHY LIVER TRANSPLANT RECIPIENTS DIE: A QUALITY ASSURANCE REVIEW","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Quality assurance; Die (integrated circuit); Medicine; Liver transplantation; Intensive care medicine; Internal medicine; Engineering; Transplantation; Mechanical engineering; Pathology; External quality assessment","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":[0.02026938,0.0005337277,0.001489137,0.009075885,0.0009703477,0.003180376,0.002060043,0.001733905,0.004173416],"category_scores_gemma":[0.08572157,0.0005956548,0.001982892,0.008267023,0.001387305,0.003040771,0.002134884,0.001843744,0.0007291096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006331822,"about_ca_system_score_gemma":0.02152829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02248591,"about_ca_topic_score_gemma":0.03336553,"domain_scores_codex":[0.9855414,0.0050413,0.004597411,0.0008828936,0.003521285,0.0004157269],"domain_scores_gemma":[0.8621308,0.06087803,0.03195634,0.002392438,0.03969764,0.002944778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000151342,0.00009972558,0.01332827,0.1502768,0.001273054,0.0001664516,0.0007090606,0.0003377843,0.000220604,0.003537819,0.03983401,0.7900652],"study_design_scores_gemma":[0.00009286753,0.0002652146,0.03638169,0.5977048,0.003111511,0.001111349,0.001244472,0.0004445657,0.0003074149,0.001910672,0.3573276,0.00009788862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0005039184,0.9940013,0.000287547,0.004067353,0.0002537835,0.0000547222,0.0001311656,0.00001342781,0.0006866975],"genre_scores_gemma":[0.01222424,0.9844471,0.0009287872,0.001660419,0.0002946605,0.0001105074,0.0001961279,0.000007729721,0.0001302599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02248591,"threshold_uncertainty_score":0.107196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09280871306167358,"score_gpt":0.424203166789294,"score_spread":0.3313944537276204,"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."}}