{"id":"W4408845766","doi":"10.1097/lvt.0000000000000608","title":"Decompensated cirrhosis but low MELD—Should we wait or refer for liver transplantation?","year":2025,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Decompensation; Liver transplantation; Cirrhosis; Ascites; Hepatic encephalopathy; Internal medicine; Liver disease; Transplantation; Creatinine; Encephalopathy; Hepatorenal syndrome; Gastroenterology; Intensive care medicine; Bilirubin","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001944557,0.0004051225,0.000472762,0.0004366964,0.0002814072,0.00006414451,0.0001686559,0.0003006766,0.0005009925],"category_scores_gemma":[0.000008490827,0.0003513673,0.0002838775,0.0004777902,0.00008066768,0.0004517447,0.000004836933,0.0002382112,0.000103517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047529,"about_ca_system_score_gemma":0.0002773562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002977835,"about_ca_topic_score_gemma":0.0004122034,"domain_scores_codex":[0.997752,0.0001079469,0.0006039602,0.0006536731,0.0004190776,0.000463331],"domain_scores_gemma":[0.9986108,0.0004903775,0.0001141885,0.0002998876,0.0002843895,0.0002003629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.2736467,0.007787568,0.05398491,0.2241466,0.01750409,0.02326225,0.08756904,0.00148476,0.1644952,0.04398989,0.01058971,0.09153921],"study_design_scores_gemma":[0.05336843,0.001980648,0.4807594,0.008211195,0.04091865,0.001450403,0.001643143,0.01342772,0.390292,0.001656944,0.003911126,0.002380297],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8771826,0.001264281,0.1088515,0.001888882,0.0006941855,0.003572154,0.001867041,0.0005243869,0.004154944],"genre_scores_gemma":[0.9613011,0.02697425,0.002881952,0.001624828,0.0001467534,0.0003263193,0.003933302,0.00005721405,0.002754299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4267745,"threshold_uncertainty_score":0.9998938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608770893079447,"score_gpt":0.3028833411866504,"score_spread":0.266795632255856,"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."}}