{"id":"W3203540132","doi":"10.1002/lt.26311","title":"The Prediction of In‐Hospital Mortality in Decompensated Cirrhosis with Acute‐on‐Chronic Liver Failure","year":2021,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto General Hospital; University of Toronto","funders":"Grifols; Mallinckrodt Pharmaceuticals","keywords":"Medicine; Cirrhosis; Acute decompensated heart failure; Liver transplantation; Liver failure; Internal medicine; Intensive care medicine; Gastroenterology; Heart failure; Transplantation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008529391,0.0001358652,0.0001889511,0.0001019784,0.00005364732,0.00001450197,0.00005349782,0.00008469933,0.0000484706],"category_scores_gemma":[0.000002170829,0.0001020953,0.00006124457,0.0003604417,0.00006102262,0.0001956902,0.000002786957,0.0001771296,0.00001004971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009333438,"about_ca_system_score_gemma":0.0001892866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002770355,"about_ca_topic_score_gemma":0.003377923,"domain_scores_codex":[0.9988698,0.00008973674,0.0002916401,0.0002599169,0.0003073641,0.000181569],"domain_scores_gemma":[0.9994849,0.0001086375,0.00006928805,0.0001806045,0.0001026197,0.00005394019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003413195,0.001121204,0.9617159,0.001956372,0.001101944,0.007274233,0.01054894,0.0006275565,0.009379094,0.001188307,0.00002316542,0.001650033],"study_design_scores_gemma":[0.003767395,0.0006184275,0.9661078,0.0006519989,0.0010166,0.0001067445,0.0003200273,0.0009185453,0.02635071,0.00003316764,0.000009096994,0.00009945533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980349,0.0002787602,0.0004098763,0.0001741182,0.00007070682,0.0004474476,0.0001869236,0.00002744149,0.0003698593],"genre_scores_gemma":[0.9926719,0.006255482,0.0001186474,0.00003675988,0.00003281285,0.00004026333,0.0008088954,0.00001346419,0.00002176124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01697162,"threshold_uncertainty_score":0.4163328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009413237007554788,"score_gpt":0.2354625580636369,"score_spread":0.2260493210560822,"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."}}