{"id":"W4402207544","doi":"10.1097/lvt.0000000000000481","title":"PRO: Patients with acute-on-chronic liver failure should receive MELD exception points","year":2024,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Liver transplantation; Liver failure; Intensive care medicine; Internal medicine; Gastroenterology; Transplantation","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":[0.00158618,0.0003639082,0.0004845211,0.0004031219,0.0008307853,0.00130037,0.0004009956,0.002226291,0.01442914],"category_scores_gemma":[0.01069147,0.0001493959,0.0004519405,0.0002796004,0.0004609588,0.001269953,0.0007543234,0.00298825,0.006225433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599352,"about_ca_system_score_gemma":0.001094832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002994227,"about_ca_topic_score_gemma":0.0009382537,"domain_scores_codex":[0.999299,0.0002386837,0.0001512498,0.00005639156,0.0001330149,0.0001214859],"domain_scores_gemma":[0.9944705,0.001813673,0.001045199,0.0003745666,0.0007728721,0.001523214],"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":[0.004144533,0.0007472784,0.1476546,0.000580796,0.0001087969,0.003422277,0.0002003845,0.0007880584,0.003041793,0.005372067,0.4860652,0.3478743],"study_design_scores_gemma":[0.001620889,0.002376308,0.2519021,0.002766681,0.0002944122,0.01345447,0.001007719,0.003160886,0.005489618,0.03164129,0.6860908,0.0001948276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1861323,0.009108612,0.01503253,0.3683125,0.01842435,0.0009031262,0.00366313,0.002644025,0.3957794],"genre_scores_gemma":[0.7496577,0.006049496,0.02246929,0.1524666,0.02294403,0.0009197553,0.004683379,0.0004935995,0.0403162],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01442914,"threshold_uncertainty_score":0.04827034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401568796362871,"score_gpt":0.2507491330701671,"score_spread":0.2367334451065384,"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."}}