{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005308871,0.0001222405,0.000403509,0.0001305001,0.0001286743,0.00001425275,0.0004224217,0.0001939927,0.0007655952],"category_scores_gemma":[0.001312985,0.0000893161,0.0002960669,0.0001384367,0.0001013315,0.0002042434,0.00002004089,0.001338159,0.00002427442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006277182,"about_ca_system_score_gemma":0.0005357237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001298083,"about_ca_topic_score_gemma":0.07826156,"domain_scores_codex":[0.9961025,0.002290147,0.0007684905,0.0001223966,0.0003435618,0.0003728755],"domain_scores_gemma":[0.99752,0.0008308993,0.0009258048,0.0001062445,0.0002521443,0.0003649276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006914623,0.0001768641,0.4271275,0.0008197572,0.001420086,0.0002267598,0.0005633813,0.00004428827,0.00105488,0.0002130309,0.5633217,0.004340286],"study_design_scores_gemma":[0.001194902,0.0002420461,0.06911496,0.000908319,0.0007655985,0.0001938189,0.000009505269,0.0001409481,0.0002502114,0.0001724338,0.92693,0.00007729585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6031507,0.02209303,0.0001743763,0.3534192,0.01723675,0.00060383,0.0005945531,0.0000266136,0.002700959],"genre_scores_gemma":[0.9444827,0.01617142,0.00003549314,0.03838628,0.0002899582,0.000004384925,0.000004154055,0.000009526546,0.0006160239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3636083,"threshold_uncertainty_score":0.9385577,"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."}}